{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# [kaggle][学习向]sf-crime数据的可视化分析\n",
    "\n",
    "\n",
    "## 初窥数据集\n",
    "\n",
    "\n",
    "在上一篇[kaggle][学习向]搭建项目与下载数据中，我们对项目的目录完成了布局，并将包含数据的csv表格放在了/input/sf-crime文件夹下。\n",
    "\n",
    "\n",
    "然后，切换到目录/src，用pandas库读取数据："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "train_data = pd.read_csv('../input/sf-crime/train.csv.zip',parse_dates=['Dates'])\n",
    "test_data = pd.read_csv('../input/sf-crime/test.csv.zip',parse_dates=['Dates'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "查看两个数据集的基本信息："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 878049 entries, 0 to 878048\n",
      "Data columns (total 9 columns):\n",
      "Dates         878049 non-null datetime64[ns]\n",
      "Category      878049 non-null object\n",
      "Descript      878049 non-null object\n",
      "DayOfWeek     878049 non-null object\n",
      "PdDistrict    878049 non-null object\n",
      "Resolution    878049 non-null object\n",
      "Address       878049 non-null object\n",
      "X             878049 non-null float64\n",
      "Y             878049 non-null float64\n",
      "dtypes: datetime64[ns](1), float64(2), object(6)\n",
      "memory usage: 60.3+ MB\n",
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 884262 entries, 0 to 884261\n",
      "Data columns (total 7 columns):\n",
      "Id            884262 non-null int64\n",
      "Dates         884262 non-null datetime64[ns]\n",
      "DayOfWeek     884262 non-null object\n",
      "PdDistrict    884262 non-null object\n",
      "Address       884262 non-null object\n",
      "X             884262 non-null float64\n",
      "Y             884262 non-null float64\n",
      "dtypes: datetime64[ns](1), float64(2), int64(1), object(3)\n",
      "memory usage: 47.2+ MB\n"
     ]
    }
   ],
   "source": [
    "train_data.info()\n",
    "test_data.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "显示前五行数据："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "\n",
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       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Dates</th>\n",
       "      <th>Category</th>\n",
       "      <th>Descript</th>\n",
       "      <th>DayOfWeek</th>\n",
       "      <th>PdDistrict</th>\n",
       "      <th>Resolution</th>\n",
       "      <th>Address</th>\n",
       "      <th>X</th>\n",
       "      <th>Y</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2015-05-13 23:53:00</td>\n",
       "      <td>WARRANTS</td>\n",
       "      <td>WARRANT ARREST</td>\n",
       "      <td>Wednesday</td>\n",
       "      <td>NORTHERN</td>\n",
       "      <td>ARREST, BOOKED</td>\n",
       "      <td>OAK ST / LAGUNA ST</td>\n",
       "      <td>-122.425892</td>\n",
       "      <td>37.774599</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2015-05-13 23:53:00</td>\n",
       "      <td>OTHER OFFENSES</td>\n",
       "      <td>TRAFFIC VIOLATION ARREST</td>\n",
       "      <td>Wednesday</td>\n",
       "      <td>NORTHERN</td>\n",
       "      <td>ARREST, BOOKED</td>\n",
       "      <td>OAK ST / LAGUNA ST</td>\n",
       "      <td>-122.425892</td>\n",
       "      <td>37.774599</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2015-05-13 23:33:00</td>\n",
       "      <td>OTHER OFFENSES</td>\n",
       "      <td>TRAFFIC VIOLATION ARREST</td>\n",
       "      <td>Wednesday</td>\n",
       "      <td>NORTHERN</td>\n",
       "      <td>ARREST, BOOKED</td>\n",
       "      <td>VANNESS AV / GREENWICH ST</td>\n",
       "      <td>-122.424363</td>\n",
       "      <td>37.800414</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2015-05-13 23:30:00</td>\n",
       "      <td>LARCENY/THEFT</td>\n",
       "      <td>GRAND THEFT FROM LOCKED AUTO</td>\n",
       "      <td>Wednesday</td>\n",
       "      <td>NORTHERN</td>\n",
       "      <td>NONE</td>\n",
       "      <td>1500 Block of LOMBARD ST</td>\n",
       "      <td>-122.426995</td>\n",
       "      <td>37.800873</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2015-05-13 23:30:00</td>\n",
       "      <td>LARCENY/THEFT</td>\n",
       "      <td>GRAND THEFT FROM LOCKED AUTO</td>\n",
       "      <td>Wednesday</td>\n",
       "      <td>PARK</td>\n",
       "      <td>NONE</td>\n",
       "      <td>100 Block of BRODERICK ST</td>\n",
       "      <td>-122.438738</td>\n",
       "      <td>37.771541</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                Dates        Category                      Descript  \\\n",
       "0 2015-05-13 23:53:00        WARRANTS                WARRANT ARREST   \n",
       "1 2015-05-13 23:53:00  OTHER OFFENSES      TRAFFIC VIOLATION ARREST   \n",
       "2 2015-05-13 23:33:00  OTHER OFFENSES      TRAFFIC VIOLATION ARREST   \n",
       "3 2015-05-13 23:30:00   LARCENY/THEFT  GRAND THEFT FROM LOCKED AUTO   \n",
       "4 2015-05-13 23:30:00   LARCENY/THEFT  GRAND THEFT FROM LOCKED AUTO   \n",
       "\n",
       "   DayOfWeek PdDistrict      Resolution                    Address  \\\n",
       "0  Wednesday   NORTHERN  ARREST, BOOKED         OAK ST / LAGUNA ST   \n",
       "1  Wednesday   NORTHERN  ARREST, BOOKED         OAK ST / LAGUNA ST   \n",
       "2  Wednesday   NORTHERN  ARREST, BOOKED  VANNESS AV / GREENWICH ST   \n",
       "3  Wednesday   NORTHERN            NONE   1500 Block of LOMBARD ST   \n",
       "4  Wednesday       PARK            NONE  100 Block of BRODERICK ST   \n",
       "\n",
       "            X          Y  \n",
       "0 -122.425892  37.774599  \n",
       "1 -122.425892  37.774599  \n",
       "2 -122.424363  37.800414  \n",
       "3 -122.426995  37.800873  \n",
       "4 -122.438738  37.771541  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_data[:5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "    }\n",
       "\n",
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       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Id</th>\n",
       "      <th>Dates</th>\n",
       "      <th>DayOfWeek</th>\n",
       "      <th>PdDistrict</th>\n",
       "      <th>Address</th>\n",
       "      <th>X</th>\n",
       "      <th>Y</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>2015-05-10 23:59:00</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>BAYVIEW</td>\n",
       "      <td>2000 Block of THOMAS AV</td>\n",
       "      <td>-122.399588</td>\n",
       "      <td>37.735051</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>2015-05-10 23:51:00</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>BAYVIEW</td>\n",
       "      <td>3RD ST / REVERE AV</td>\n",
       "      <td>-122.391523</td>\n",
       "      <td>37.732432</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>2015-05-10 23:50:00</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>NORTHERN</td>\n",
       "      <td>2000 Block of GOUGH ST</td>\n",
       "      <td>-122.426002</td>\n",
       "      <td>37.792212</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>2015-05-10 23:45:00</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>INGLESIDE</td>\n",
       "      <td>4700 Block of MISSION ST</td>\n",
       "      <td>-122.437394</td>\n",
       "      <td>37.721412</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>2015-05-10 23:45:00</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>INGLESIDE</td>\n",
       "      <td>4700 Block of MISSION ST</td>\n",
       "      <td>-122.437394</td>\n",
       "      <td>37.721412</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Id               Dates DayOfWeek PdDistrict                   Address  \\\n",
       "0   0 2015-05-10 23:59:00    Sunday    BAYVIEW   2000 Block of THOMAS AV   \n",
       "1   1 2015-05-10 23:51:00    Sunday    BAYVIEW        3RD ST / REVERE AV   \n",
       "2   2 2015-05-10 23:50:00    Sunday   NORTHERN    2000 Block of GOUGH ST   \n",
       "3   3 2015-05-10 23:45:00    Sunday  INGLESIDE  4700 Block of MISSION ST   \n",
       "4   4 2015-05-10 23:45:00    Sunday  INGLESIDE  4700 Block of MISSION ST   \n",
       "\n",
       "            X          Y  \n",
       "0 -122.399588  37.735051  \n",
       "1 -122.391523  37.732432  \n",
       "2 -122.426002  37.792212  \n",
       "3 -122.437394  37.721412  \n",
       "4 -122.437394  37.721412  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test_data[:5]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "可以看到，训练集的数据有9列，分别是时间（Dates），犯罪类型（Category），描述（Descript），星期几（DayOfWeek），辖区（PdDistrict），解决情况（Resolution），地点（Address），经纬度（X、Y），而测试集的数据有7列，分别是标识号（Id），时间（Dates），星期几（DayOfWeek），辖区（PdDistrict），地点（Address），经纬度（X、Y）。\n",
    "\n",
    "显然，测试集的标识号（Id）一列对于模型的建立毫无帮助，抛弃此列；其次，由于根据训练集训练出来的模型还是用于测试集上，训练集应当抛弃描述（Descript）和解决情况（Resolution）两列；最后，训练集的犯罪类型（Category）一列即是训练集的标签。\n",
    "\n",
    "分析余下六列的情况：时间（Dates）包含了年、月、日、小时、分钟和秒，而且可能还隐含有节日、季度、白天、黑夜，是重要的参数；星期几（DayOfWeek）应该也会对犯罪类型产生影响，暂时保留；辖区（PdDistrict）之间的治安情况有所差异，是重要的参数；地点（Address）与辖区（PdDistrict）、经纬度（X、Y）显示的信息有重合，且没法进行独热编码，但观察到，存在高频单词“block”（街区），猜想可能街道内与街道外存在差异，暂时保留；经纬度（X、Y）应当作为参数。到此，完成了对数据情况的定性分析，下面将对训练集的内容进行可视化分析。\n",
    "\n",
    "\n",
    "## 可视化分析\n",
    "\n",
    "导入matplotlib、seaborn库，开始编写程序："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "cate_group = train_data.groupby(by='Category').size()\n",
    "cat_num = len(cate_group.index)\n",
    "cate_group.sort_values(ascending=False,inplace=True)\n",
    "cate_group.plot(kind='bar',logy=True,color=sns.color_palette('coolwarm',cat_num))\n",
    "plt.title('No. of Crime types',fontsize=20)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "这就是旧金山市，2003年至2015年，各犯罪种类数量的直方图。可以看出各种犯罪种类数量存在明显的区别，而本项目所要做的就是，用时间和空间作为参数，定量的描述这个区别。\n",
    "\n",
    "从上图可知，虽然数量下降的曲线较平缓，但是由于纵坐标的指数级的，可见数量较多的犯罪类型占比较大，旧金山市的犯罪集中在靠前的几类中。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "继续编写程序，得到折线图："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "train_data['date'] = pd.to_datetime(train_data['Dates'])\n",
    "train_data['year'] = train_data.date.dt.year\n",
    "train_data['month'] = train_data.date.dt.month\n",
    "train_data['day'] = train_data.date.dt.day\n",
    "train_data['hour'] = train_data.date.dt.hour\n",
    "train_data['minute'] = train_data.date.dt.minute\n",
    "\n",
    "year_group = train_data.groupby('year').size()\n",
    "plt.plot(year_group,'ks-')\n",
    "#2015年不完整\n",
    "plt.xlabel('year')\n",
    "plt.title('No. of crimes by year',fontsize=20)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "此图显示的是犯罪数量与年份的关系，但是2015年出现了一次暴跌，根据观察，发现2015年的记录只到3月份，暂时排除2015年的记录，修改程序得到新的折线图："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "year_group = train_data.groupby('year').size()\n",
    "plt.plot(year_group.index[:-1],year_group[:-1],'ks-')\n",
    "#2015年不完整\n",
    "plt.xlabel('year')\n",
    "plt.title('No. of crimes by year',fontsize=20)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "从上两图可知，在2010年之前旧金山市的犯罪数量基本上呈现递减趋势，2010年之后数量激增，年份这个时间因素有效的影响了犯罪发生的数量，猜想可作为模型参数。\n",
    "\n",
    "考虑到神经网络能有效的拟合函数，不需要通过进一步的统计分析来描述各种犯罪与年份的关系，只需要确定年份能左右犯罪数量，就可以作为训练集特征。\n",
    "\n",
    "根据类似于年的程序，得到月与犯罪的折线图："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "month_group = train_data.groupby('month').size()\n",
    "plt.plot(month_group,'ks-')\n",
    "plt.xlabel('month')\n",
    "plt.title('No. of crimes by month',fontsize=20)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "从上图可知，案件高发期是一年中的5月和10月，并且12月份出现了低谷。与年份同样的理由，月份可以作为训练集特征。\n",
    "\n",
    "另外，根据美国习俗，美国新年是1月1日，12月25日是对美国人具有重大意义的圣诞节，可以猜测，1月的反常数值和12月的低谷是由美国重大节日导致的。类比中国的情况，中国新年期间的犯罪种类与其他时间有较大区别。猜测美国新年存在类似情况。\n",
    "\n",
    "编写程序进行验证："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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8MC9jXnNQfYzZbmZexrxO6tHZl52dzYoVKzCZTACYTCZWrFhBdnZ2hxxfCMHODQUs/m8q9SYLE+7uxbBrk9odVC/LKuThd7fzokVPnEZD4I3dz0lQfYzf6Bgceg2DLQLc1KSvPipHrSVJ6jDpR6vQ1b2Kv4uRvr1ea1Va7xjjskPsrzqMkTrGT5rAQ3MfY+4zc7nu+utoUFnZuiOVutSSNvftG+XL9P4RvLPJgG/kPISwkbXjVqzW6rN5aVInkoG11GkMZgPr89bzUupLFNe1XUi/pK7tN6u/gvXr12O1Wls8Z7VaWb9+/R8+dn11I6veyuaXLw4QnujD3/4xkJhe7RvtdTgEr3y/n3e+2Mlbwp0gFy3Bd/TCJcnvD/frTKhcNQSMi6WPoqFKbaUk10TRAeM57YMkSX9NVruDhT++y+DQNCKj7mlVWu+Y+swyatOL2eGZT3BwMN26dWvelpCQQHJyMlnaIxxdtpPGoto2j/Ho2K646dT8e20DPXu8SUPDUXbuuhuHo/GsXJvUuWQqiHROCCEoqC0gozSDzLJMMsoyOGw6DIBOpUOr0mJ1WFvt5+viixACRTl7+bydobGxsXmk+rdMJhMrV64kISGB2NhYdDrdGR376O5K1n+8l8Z6G5dMT6DXpRHtzoc2W+08+NUODNnlvKlyR+/tQtAtPdAEuJ5RHzqK+4AQqn4tZGy5g81aB2mrjxCe5NspfZEk6a/jw583MyLsE4S2Fwnx97bZxlrRQNU3B8kNMmKsruGaKyegUrUcjxw7diwHDx5ks7If34XeBM/ui8qlZWjl76HnwTFJPL18N1sL+5LS9T/s2fsw+/b9g27dnv/Lfb5d6GRgLZ0VdoedA1UHyCjLaA6myxuclR08dZ6kBKUwOX4yfYP7kuyfzA9Hf2DB4ufotdcdd7OaOhc7GUlGcsMN3L7udh7s/yBd/bp28lV1jMrKShYvXnzS7RqNhh07dpCWloZGoyEmJoaEhAQSExPx9T15UGmz2tnyzSGyfyzAL8ydyXP64B/e/hW/yqrN3PZpOhH5dTyvuKEP9SDgxu6oPc8ssO9IilohcHIXlPd3otPZKNhXRenhaoJjvTqtT5Ik/bkdqTCB8Rm0XgpD+r/RZmk9YXNg+HwfdpUgQxwiLCyMpKSkVu28vLwYOXIkq1evJqc6D91XHvjN6NYqWL5+UBRfpObzr5V7+OHBScTG5HP4yOu4ukUTG3PPWbtW6dz7UwXWeyr3MGbJGOb0nfOXntD2Z9Rga2BXxS4ySjPIKMtgR/kO6qx1AIS6hzIgZAB9g/rSN7gv8T7xqJSWf/XHFboxZJc/wupcocrDrGH4nhAmxvfnY8Mapq+YzqT4Sdybci8h7iHn/Po6yu7du1m2bBlqtZqLL76Y1NTUFukgWq2WK664guTkZI4ePUpOTg4HDhxg9erVrF69moCAgOYgOyoqCrXamS9dWVjLugW7qSyso+dlEVx8VXy7c6kBdheZuPWjNMbXwk24ou/ig/+MZFT69h/jbHHp4oOumx+j9lbyvdrG9lWHueKe3p3dLUmS/oSEECzZ8G9S/HIJj33+pKX1TKsPYy2sJf8iG9WZ1UyaPOmkI8sDBgwgKyuLbZWHiNjtj26TN55Dw1u00ahV/HNyd65+ewtv/nSQh8bMpqEhj9zcV3B1iTxpNRLpz+dPFVgLxAVTLeJ8V2WuIrMsszmtY0/lHmxNy7Z28enCxLiJpASl0DeoL6Eeoac93sYvPmF3dDIbB42m2sMHr1ojQ7etY9Avh1j16irez36fhXsXsvbIWm5IvoGbe9yMh679o7GdzWazsW7dOrZt20ZERATTpk3D29ubkJCQk1YFiY+PJz4+nrFjx1JZWcmBAwfIyclh+/btbNmyBb1eT3x8PC72API3W3F1cWPCPb3OuHLGuj2lPPB5Jg8oLlzuUOOWEoTv1AQUTcdPwVj09avkrvwBl3owu0HcxFFcN/WB0+7nNyEOy34Doa4KeTsrqSysPaPReEmSJIAVaWvp7buUevUousZe3Wabhj2V1P5ahMvgILYeXElkZCTx8fEnPaZKpeKKK67gvffeIzOokEGrtegiPdDHeLdo1z/Gjykp4bz3y2Gu7hdJt27/wWwpYs/eR9G7hOLrM6BDr1XqHMqfaZa9a6yr6DK3C+AcBf3+6u87uUcXBiEEhbWFZJZlkl6aTmZZJrmmXAC0Ki09AnqQEpRCv+B+9A7sjbfe+zRHbO2W/3uCtcOvxKY9nnagsTZy+c/fcpmjnsDoWLTBvqw3b2NN7SY8vHy4u/fdTEmcglal7bBrPRuMRiNfffUVhYWFDB48mFGjRqHRNP1Nm70Y1j8LpgLwjoCRT0Gv6ac8nsViITc3l72797N3zz6sDmc1lZDgUJK6JpKQkEBYWFirXMDfEkLw/sbDvLRqLy+7eNHHDJ7DI/AaG3NWcv4Wff0q+V+vQ2M/3i+b2kHk1NHtCq6Nqw5T+0sBP9RY8Ur2Y8o9fTq8j5Ik/XVVmCr56ddxqFUqJoz4Hr2udUqZzWShbF4Gam89uf3NrF33PbNmzSI2NhZwloadlzGPkroSQtxDWtxBX7VqFdu3b+cqlyEEObwImp2C2qNlKl1ZjZmRL/1M32hfPrppADabibT0aTQ2GhjQfwlubrFn/4WQ2k1RlHQhRP8z2ufPFFhrk5JF4PzXcTcuxqV+CxeFXkSkZ6Tz4eX8GuERgZvWrbO7+qdmd9jJMeYcn2hYmkFZQxkAnlpP+gT1oW9wX/oG9aV7QHf06tOv3HcqxTn7Gb63iGrP1vnDHnXVPL77Z6qPHMJuqETB+ftqdVNR4l6LI8CN4X0nMDxlPH5hEajUnZ+6cKKcnByWLl2K3W7nyiuvJDk5+fjG7MWwYjZYG44/p3WFK14/bXB9ZGcFP36yF4vZRo8xfji8jOTk5FBQUACAu7s7Xbp0ITExkbi4OFxdW04+bLQ5ePLbXaxKy+ddNx8iGxx4T4zDc0h4W6f7w4QQ/Oemibg0tA7YG9wE//jw9IsBOcw2il5MJa+mkYxqOzOeGYRPsPvZ6K4kSX9Bn66+iWDtJoJjF9A7fmir7cIuKH8/G2thLT53duetz94jKCiIWbNmAc6gevMbXxNtHIdV54e20cBRn9VcfN9UJsRNwGw2M3/+fNz1bkwo7YFrjC8BN/doNXn8g02H+efKPbx7Qz/GdA+hvv4oaelXo9F40r/fEnS6c1uBSTq5CyKw9n97ETgs+Bk/obfeQF5NHtWNLetBBroGHg+4mx5RXlFEekb+rtHUvzqzzezMjy5ryo8u20Gt1Vk2KNgtuDmITglKoYtPF9Sqjgte92/ZxDfvvcVrMx6GdoyS6hHoHQ50tkYUcx3qhgZ01ka0tkZ0dhueeh3ebu74enoS4ONNgJ8/Pm5uuKlVzQ93tfqEf6twU6nQq5QOHaW12+1s2LCBjRs3EhwczPTp0/H392/Z6NXufK1L4r9xt1OoDyLcUsbjue8ytXE/PLC7zePaGu1s/uYQO38qwD/cndG3dMc/7HhKRF1dHYcOHeLAgQMcPHgQs9mMSqUiMjKSxETnaLbW3Zu7PssgN7eKD9198DY78PtbEm69Av/QNQshaKippqqokKqSIqqKCzEWO78aSoqwN7ZdWkogeOjL9q2yWbe9hKqlOWyrs1Ed78VN9/f7Q32WJOnCsHHHZzRWPkWh7Xpmjnm2zTamdUepWZ+H7/REMutz+OGHH7j55puJiooC4NmH7iLQNAnHCYNJKruFcu/lPPXS/wDnPJqvvvqKEckXE5fhiufIKLxHR7c4j83uYMLrm6hrtPHD34fjolVjNKWTmTkDT8+epPT5FPUfHLCSOsaFE1gD/mobu4c5r9VkMVFQU0BeTR75Nfnk1+STV51HQU1B80jrMV46r5MG3YGugRdE2RuTxdScG51RmsHuyt0t8qNTglKag+lQ99Cz8poIIVi8fBkfFJSzLymFRnXb6f6+GjWPxIVSb3dQb7dTZ3c0/dv5qLFZyTeWUFFfg0NoUdSu2FQ6GjVaxGlSIU6kguOB9okBuErVIig/3kbdIjA/cV9hbmDDmtUUHznCgF49uWL8eLTa36SrlO7m6yVP8lDSIzSoXZqfdrWbeWn/C0z1UUPMUIgdCiG9QKWmsrCW7z/YjaGojt4jIhl8VRwa7cn/yLHb7RQWFjbnZpeWlgLQoLhgtHlzvTqMaOFH8MyeuMT7tPu1stTXUdUUMB/7aiwpoqq4CEt93fHXVK3Gxd+XKlcLuapiYgtccbG27m97R6wBhENQ+kYmhuJafjRamfr0IEJDZa61JEknZ6w5wq9bJ1JWH87fxi7HTd86aDUfMlLx/k7cUoJwmxTNvHnzCA8PZ8aMGc1t3r3pK6x6/1b7ai2V3P7hNMD52fbZZ5+Rl5fHjJjxqHbWEHBj91brAGzNreSad7cye2QCfx+dCEBp2Sp27bqP4OAr6J78CooilxrpbBdUYA3wYY8YRvt7ozlFjd4GWwMFNQXNAfexoDu/Jp/iumLswt7c1kXtQoRnxPGA2zOqOc0k1D0UTRslec53QjgnfB7Ljc4sy+Sg8SAAGpWGHv49SAlOaR6RPtsj+laH4LvSSl5N38V+dx+0DjtTQ/yJcXdh3tFSGhzHfx9dVQovJUUyNeT0t8VqG2tZsGsBn+z5BIdwcF3kdEZ5DKWyuJyiokJKSooprzRgUauxanTYXVzQBYaiCwxC4xeI4u0Lnl5Y1Rrq7Y7jAbzD8Ztg3t6ij+2hU5TjAbsK3OrLcDMdJdOzG+Y2RiUizKWkHXwCKp0/J6H3IVtzG1sOD0bnqmbkjT2I7nnmo8s/7jjMvG82kogRb2HEpjjQqDXExsU2Vxrx8XEG2FaLGWNJsXPkuXkEughjSRH1phMWaVEUvAIC8QkJwzc0HN+QMHxCQzkgClhcupy08nTcte5MSZiCT24jVcs2t8ixtqsEEVe3bwLjMZZcI+Xv7mRPg40dIS48/PhFZ/xaSJJ0YXA4bKz86SoUWy5ekYsYnty6opC9zkrpvAxUOjVB96Xwy5aNbNiwgdtuu43w8OPpcW/esb7tO6tCcM87I5u/NRgMvPXWWyTEd+HS0gTs1Y0EzU5B4+PSYrfZn2eyZncJPzwwnCh/ZwrrkaPvcOjQC8RE3018/IMd9CpIv9cFFVirAAcQotNybagf14f5E+FyZvV2rQ4rxbXFzmD7hNHu/Op8CmoLsNgtzW01ioZQj1CiPKOI8Iw4HnR7RhLhGYGLxuUUZzp37A47B40HySjLILPUOSpdWu8cqfTQetA7qDf9gvqREpRCj4Ae56zfZRYrC4sr+bignFKrHe9qA5PVVh4bMwI/nXM09+sSA//NLabQYiVcr+XxuNB2BdUnKqkr4Y3MN1hxaAVeei/u7HUnf0v6G1q1FrvNiqGokPKjh5sfFXlHqDNWNe/v7utHYFQMgdGxzV99wyJQa47/UeUQgoZjwbejaeTcaiM1eydpO3ei9/Km58CBaNw8WgbmVfnUFe10/ts7mq2aEKCtPwoFj8aGMlBrJikvjS3fWcmrCCZGn8oI7/m4umsgZgjEDHOOaAd2PW0azefb83jy211M83Tn7lo1iq+Wmsvc2Hd4H7m5h6mprwdAjwNNXQ2OimLU9XXNOe3uPr74hoY3BdDHHuH4BIeiaVrApsHWwPKDy/l076ccrT5KqHso13e7nikJU/DUOZcKPrEqiFDA5qHhsfe+PeO7IpUL91Czq5I1pkYGPtCbvolnVglFkqQLQ9quFzGVvU26aQ6PXDW71XYhBJUf78GcU0XQ3X2w+6l57bXXiImJ4dprr21u91PeT+x/pga7tvUdMn1jFbcumNriuY0bN7J+/XqmT5iK98oatEFuBN7Rq0W1pdJqMyNe2sBF8f68P2tAc3/27XuCouLFdOv6PGFhbVcukc6NCyaw1lgbeVjXSFL3nnxSVMFPhhoARvh5MTPcn5F+XqccxW4Ph3BQVl9Gfk1+izSTYykmNdaaFu2D3IJajXIfC7y92ph53FEsdgu7KnY1TzLMKstq7luQaxB9g/s2V+zo6Pzo0xFCkF5dz4LCClaUGbEKQUJpHr2zNnHn+HH0GHbZWTv3PsM+Xk57ma3FW4tJEHUAACAASURBVIn0jOT+vvczOnp0mwFcvclI+dEjlB/NpTzvCOV5RzAU5GG3OdNj1BoNfhFRzkA7KobA6DgCo2Nw83aO7tbX1/PNN9+Qk5ND9+7dmTRpEvoTbzVWF8Oax2DPtxCQCBNfhZhL6L95NwWW1qtNahSwNf23VDkEoUY7F/l5MC5Gw8CqdAKPboAjG8GU72zkHggxlzSljgwD/y7NgbbVZuOFr7ayZssubvPy5jJbOLVqE6k1a6koz0M4HAhA6PTgF4Tw9qdBpUEAWo2GqPAwunXvQdfkZDw82k65KK8v5/N9n7P4wGJMFhM9/Hswq/ssRkWPOuVdniden4X/r5VMe/q/RCX3PPUP9DdsBjPFL6eR32Djazd44dnhqP/g/3lJkv5aqqrSScv4GxllA7jlio8I8Gh9h7BmUyGmlbn4XBGHx5Bw1q9fz8aNG7nzzjsJCXGumZBdns1jXz7IxB0PIlQaOCFFQ3HY6B90lIH/uq3FcW02G++88w5Wq5Wbhk+n5stDeFwchs+klmX73vn5EP9dvY8FN/ZnRNdgABwOKzt23EqVcSt9ei/Az29IR780UjudtcBaUZSxwDxADbwvhHjuN9uVpu3jgXrgRiFERtO2OcBtOIfm3hNCvNb0vB/wJRADHAGmCyGqOAVtUrKIffFNZ31jYzG3v/khAPnmRhYVVbKouJLSRhth+qZR7FB/ws5wFLs9hBCYLKaWo9wnpJlUmitbtPfR+5w0r9vfxb/NYO9kJX1MFhNZZVnOEemyTHZV7GpeCjzeO75FWke4R3in5Iw32B18U1bFRwUVZNc24KlWMUEv8Pv8HQJqjUx+6B+Ed00+/YH+ICEEvxb9ystpL3PQeJDegb15qP9D9Ak6fZk2u81GVVGBc2Q770jz17oqQ3Mbdx9f3CJiKFJ0NNodXDJoIMNGjkRzrGSgww5pC5zl9GwWGPYwDJkNGueb+9clBh7an98q/eX5+HDcN1Wwbn85FbFuVCW6s8tiwdLULs5Vz0BvNwZqzAw0ZhF3dB31OVuoMtRQ1ehKFQFUqUIwmHUYqupQhIOevkNJ9rmYooZD5Lhk4xUajF9o2PEUjtAwXD2dfwCazWZyc3PJyckhJyeH2lrnRNbw8HASEhJISEggNDSUHGMOn+z5hFWHV2F32BkRNYJZ3WfRJ7BPu37v1hz4jvR/zic0oSs3P/Vq+36oJzCtOULNhnx+qLGinh7DDcPjzvgYkiT9NdlsNfy4cSyGOiuqoI+ZPrBbqzaNBTWU/W8HLkl++N/Qjfr6el577TUSExOZNs2ZM51XncfMFTdw7fpZCFUwIZ5Z5BZnI0QdiuKJ2uUihu1cQvxzT+I1enSL4x85coSPPvqISy65hP4NsdT+WoTfdV1bTBRvtDkYN+8XrHbB9w8Mw6Vp3ozNVkNa+nQslmL69fsKD/eEs/hqSSdzVgJrRVHUwAFgNFAApALXCiH2nNBmPHAfzsB6EDBPCDFIUZQewBfAQKARWAPcJYTIURTlBcAghHhOUZTHAF8hxKOn6kukn4+4f/Qlx07Kg1+saLHd6hCsqzTxaVElGww1KMAofy9uCPNnhL8X6nMUZNZb61sG200BeEFNAcV1xTiEo7mtq8a1RU53hGcERbVFLNy7sEUqilpR4+/i3zwZU6NoSA5Idq5mGNSXPkF98HU5+XLX50Jeg4WPiypZVFRJlc1OkrsLN4cH0D1nBxvffQOf4BCuevRpfEJOv2BMR7I77Cw7tIz5mfMpbyhndPRo7u97P1FeUWd8rPpqU3Maya59+zlS04Bis+JacAi1uQ6VWoN/eASBQb4EGLcSaDlAYFJv3Ke8Cv6tFxh4Y8Mm5tc6MLl54l1fwy2KnYhUV6pK6ukzKpLBk+NRa1WY7XbSSivYWFxGanUDOx0qappGg13NdYQXHyW85CgRxUcJMxTjp6nHT1ODj85CqOcM3FQD0UUZCfhbT1T+Me2+XofDQUlJSXOQfaycn11rJ1+fj8HDwOAeg7mh1w1EekWe0WtpsVu469lxdN/nxo0vv4V/xJn9PBwWG0XPp2KobuQVGnnx6WEEesqZ9JIkQfqO+6ms+I4VBU/y+swbWv2x7zDbKH0jE2yC4DkpqNy0fP/992zZsoW7776bwMBADGYDM1bNYMS63riK0cT6ppJTsB1bo+WEI2nw0vZiSNY3RLz0El5jL29xnm+//Zbs7GzuuPV2lG9LsJbUE3RfH7SBx8sCb8qpYMYH23hwdCL3jTweQJvNRaSmTUGl0tG//1L0Opnydq6drcD6ImCuEOLypu8fBxBC/PeENu8AG4QQnzd9vx+4FLgEuFwIcWvT808CFiHEC8faCCGKFUUJbdo/6VR9OTGw1uj13Pn2J+jd2q5je7TBwqJiA4uKKylvtBGu13JdqD/XhfkRqu/4Uez2stqtFNYWtgi2T/z3sdHntujVem7reRt9g/vSI6AHrhrXk7Y9VxxCsLGqlgWF5XxfUY1KgbEB3twcHsBFXm5s/moR2775kqgevbjigSdwOUk6wblQb63n4z0f8+GuD7E6rFyTdA139LoDH5f2V8QA5wIty5cvZ/fu3SQkJDB50iTMRoMz4M49QHnWT1SUVlBrOx7kuXn7EBgdS0BUDEFNX8uP5rLu3bew204sQ6fBxfsi+ozqiUplalG2zlxXe7yZSoU1Lony2G4UBEeS4+5DkeLMVdcpChgtBBkN/N2sIaVAT7h2KZ6OBc4MEZ9oZ272sRxtr7DTXrPZZmZl7ko+z/4cc4mZmMYYghqCEFaBSqUiKiqquZxfQEBAu++UPPvjk+jfz6D7kMuYeM9D7drnRHVppVQtOcCWehtbB/vw8nUpZ3wMSZL+WkpKlrN7zwOsyJ3AvZP+Q5eglp87QggMX+ynIbucwDt6oY/xpqamhnnz5pGcnMyUKVNosDVw69pb8dpqpkfZXUSqCylRNlBTUd76hCpPBmu74Jf+DWEvPI/3hOOrQtfV1TF//nwCAwO54arrKJ+ficpDR9A9fVDpjqdm3v1ZOj/uK+OHvw8nwvd40F1dvZP0jGvxcE+gb99FqNWd/7l/ITlbgfXVwNgTguMbgEFCiHtPaLMSeE4Isanp+/XAo0AdsAy4CGgA1gNpQoj7FEUxCiF8TjhGlRDilEOuxwJrlVqNw27HOyiY8fc9TFhi15PuY3UI1lY4R7F/rqpBrcBofy9uCAvgUj/PczaK3R52h52y+jLGfD2mze0KCtmzss9xr9pWY7PzZYmBjworOFhvIUCrYUaYPzeE+RPuosPaaGHNm69yYOsmeo4Yw8hb7m4xAbAzldeX89aOt1iasxR3jTu39bqN67pd166FbkpLS1m8eDEGg4ERI0YwZMiQ4ysc7lsFqx6G6gLoO4v6QQ9SUX4sf/sw5XmHqSzIw249/seTT7yJsEFlaD1sWGs1FG0LwnjoeGUWT//AlpMFm1I3vIOCUGtalvArb7Ty5o58FuwpQuPngsVdjV1RUIAkdxcG6hoZVLufAUU/Epm7CsXcVN3DL74p0G56eAY3H7OioYIv93/Jl/u+pMpSRTe/bszsPpPLYy5HJVQUFBQ0l/MrK3PeTfHx8WkOsmNiYlqXGjxBVlkWb7w0m+QCH26fvwBPvzMbkREOQeEr6TSU1fN0YwOzZ/dncFzrcliSJF0YGhry2bx1AjmGYBq8XueB0a1TQOrSSqhakoPX6Gi8RjrvlK1atYrU1FTuvfdefHx9uH/D/ezetY3rsh5DrQiueX4Ub907A9qImQTgHno/oyq/xJa+mbDn/ov3pEnN2zMzM1m2bBmTJk0i2SOWig934ZYShO+0xOZBiCJjAyNf/plhiQG8c0PLOK68fB3ZO+8iMHA0PXu8KcvwnUO/J7BuT6TTdtmCdrQRQuxVFOV5YB1QC+wAbGfSQUVRbgduB4jw9cYzIJCh18zEKyiEVW+8yBdPP8KQ6TMYOPlqlDbqFmtVChODfJgY5MORBgsLiyr5otjAmopcIly0XB/qz3Wh/gTrO39ZbLVKTahHKKHuoRTXFbfaHuIe0gm9aml/nZkPCyv4qsRAnd1BPy833uwWxcQgH/RNr3+dsYplL/6L4kMHGDbjZvpPvOq8qg8e6BbI0xc9zfVdr+eV9Fd4Jf0Vvtj3BbP7zmZc7DhUJ3nTysrKYuXKlbi4uDBr1ixiYmKcG0wFsPpR2LcSArvBzWshajBuQFRwNFE9jpd3ctjtVBUXUnYkl82rniRqeDEqrfO/k87TRtRw58990p2f4hMcglbfvqotQgg+++UwH/2Qw/hwX54sddBQZyH/qhiyfNRsN9XxjamRT+wJEJhAaPg9DNTbGNBwiEHFP5O861vU6R85DxaQxMHIFD7VWFhpyKbRYeXSiEuZ2X0m/YP7t/hZRkdHEx0dzejRozEajc0pIxkZGWzfvh2NRkNcXFxzbnZeXh7r16/HZDLh7e3NyJEjqerpgchzkLFqOcNn3HxGP0tFpRB4dQLlb2czU9Hz9NKdrLh/GDqN/OCRpAuNw2Fj566/Y7Y6WFt0B19MTmzVxlpWj3HZIfRx3nhe5kxfM5lMpKen06dPH/z8/Pj3tn/z85GfeCzzHoxaT664PgTXAG88fP2oNVS2PqarCptFcHjYvSSpbRQ9+hjCasNn6hQA+vTpQ1ZWFuvWrSPp3nvxGhlF9Q956GO8cR/o/FwP83Hl3hFdeHHtfn4+UM7wxON52IGBo0lI+D9ycv7FwYPPkZDwxNl4+aQOclZTQYQQxb851n+AAiHEW78nFaR///4iLS2t+XtzXS3r3nuTA1s2EtWjF+PueRAPv9OPVjU6HKyuMLGwqJKNVbWoFbjc35sbwvwZ7ueJqpODwO9yv2Pu5rmY7ebm51zULsy9eC4T4iacYs+zw+YQfF9pYkFBBZuMtehVCpODfLg5PJA+Xi2Xj6/IO8I3LzxLvcnE+PseJGHgxee8v2dqa/FWXk57mX2GfXT3786D/R9kQMiA5u1Wq5VVq1aRmZlJTEwMU6dOxdPTE+w22P4u/PRv50TF4Y/ARfeC5uSpRsbSeg6klnJgewn+/W5G59l6NcLGGh3jJu9td//NVjuPLMlm+Y4i7uoayoz8RhQh8J/VHX308Yo0diHYV2dmm7GWVFMd20x1FDVVJfFQq+irtxFWs5P8ivXsb9yDq72BybV1zNAEExNzadOI9hBwPX0uv9Vq5ciRI+Tk5HDgwAGMRmOb7bRaLa69XTn0wwoSq/y5838fnzS961QK3t6B/bCJuY0NDJzchbsubZ3PLknSX1vu4dc5fHge72bP5IFJ97a6eyWsdsre3IG9ppHgOSmovZx3KVesWEFmZiazZ89macFSXk1/lSeyrsbQMJQ+CQ0MedD5ufvZPx6kJGd/i2OqNBrCrx7J6l359C8cy4Q7uqGa/yR1v/5KyLPP4Dt9OgBlZWW8/fbb9OzZkysnX0nFh7uwHDYRdFcfdOHOVBWLzc7Y1zaiAKvvH4pe07KK1/4Dz1BQ8AlJic8SEXH92XgJpd84W6kgGpyTF0cChTgnL14nhNh9QpsJwL0cn7z4uhBiYNO2ICFEmaIoUcD3wEVCiCpFUV4EKk+YvOgnhHjkVH35bWANzpG6XT+t48eP3kGj0zP2rvuJ7zew3S9Abn3TKHZJJQarnSgXHTPC/LkmxI+gThzFPllVkHOpvNHKoiIDnxRVNNeWvjE8gGtD/QnQtb7ZcTgrnZWvPYfWxZWrHnmK4Lgu57S/f4RDOJpf89L6Ui6NvJQH+j2At82bxYsXU1paytChQ7n00ktRq9VQmAEr74fiHdBlFIx/Cfxi2zx2ncnCwbQyDmwvoexoDSgQnuiDR69pJ1trgGFDU9HpTl/Du7zGwu2fppGZZ+TF/jFcnG1C5aYh4OYeaIPcTrt/gbmRLVUmvsrfS1p1PfWqIFBUqBAk6+xcbC1iQPkWBuYuI7ihEFAgpOfxVSGjLwaXUy8qJISgoqKCDz74ALPZ3Gq7u6c7K7WfM+nXMIZedyMDJ5953VZrVQPFz6eRb3Nwu0sDax8c1iJPUZKkvzajKZ309GvYWtwPk/5xXri69UIwVd8epG5rMf43dce1aSVEg8HA/Pnz6devH3SDxzY+xq0Vl6LbNx5/lzqmzZuKolI4nJXO0v8+jeHyqSwJisfk5olXrYlL03/i5ftnc9OGOxmwaToh+jCueSyF0ocfoO7nXwh5+il8m+phHyvlN2vWLKICwyl7IxPUKoLvS0Hl6vxM3bC/jBs/TOWRsUncfWnLz1Ah7GRn30lF5QZ693qXgICzV7JWcjqb5fbGA6/hLLe3QAjxb0VR7gQQQrzdVG5vPjAWZ7m9m4QQaU37bgT8ASvwdyHE+qbn/YHFQBSQB0wTQhg4hbYC62MqC/P5bt4LlB89TMq4Kxh23U3NC1e0h8XhYHW5Mxf7V2MtmqZJeDeEBTDU16PTR7HPpczqej4oKGd5mZFGIRjq68HN4QGnXOUya+13/PjhOwRERXPVo0/j6f/nnL1stplZuHch7+98Hz+jHwMrB+KidWHKlCkkJiaCudo5Qr39XWf96LHPQferWi3Q0thgIzernAPbSyjYV4UQEBDpQeLAEBL6B+Huo+enn3ogaB1oAiiKGl/fiwkOnkhgwBi02ta10PeVVHPLR2kY6hpZMCCOyK1laIPcCLi5e/NIzKlUmav4cv+XfLHvCyrNlST6JjKt6yz8fC8ho8bCdlMdmdV1zeUAozUOBtqKGVSZysAjK+hSe8j5/yK09/Ea2lGDQe/Z5vnmzp170r4cHnSYiDWVRFr8uPWND9CcIi/7ZPIW7kW1q4KX7RZqe/rw3swzei+UJOlPymarYdv2iZRWW3gp4wlW3T8WH7eWn//1OyswfLYXj2Hh+Iw/Xprz22+/ZefOnQy/djhztsxhmKo7fdeOxeLiy7X/HIpnsBdWi5mPH7qHHdHdWDlgdIsSqRprI7MK93LZiHCeX/4GV+6eQ+8RkVx8ZTSF9z9A7Y8/Evx//4ffDTNobGzkrbfeQqPRcOedd2IvrKf8nWxcujrL/R1Ls7v9kzQ25lTw40PDCfVuOVnRZqsjI+Na6huO0K/vl3h6ts4hlzrOX36BmFMF1gC2xkY2LvqIjNXLCYyOZcLsR/CPOLMSYACH6s18WlTJ4hIDBqudGFcd14f6c02oH4G6zs/FPhvMdgcryo0sKKggs6Yed7WK6SF+3BQeQKL7yfN8HQ47P3/yARmrlxPXdwAT5jyCzuXPPWvZZrOxYvUKdqTvwKA3kB2WzfUp1zFD8cP1+39ATQkMuAVGPAmuxyuK2G0Oju6qJCe1lMPZFditDrwCXEgYEEziwBD8Qo+nOBzKfZUjR+bjnOZwfNqBgp7Y2Huw2+soLfsOs7kARdHh7z+U4KAJBASMRKPx4Md9pdy3KBMPvYaFvWJw/bUYfZw3/jOTUbmceupErimXhXsWsvzQcix2C0PDhzKz+0wGhQxqlQvf6HCwq7aB7cY6tpucjwqrs7++KsEARxkDDBkMyl9Db9Nu9DggvO/xEe3IwaBzjhy/+uqrmEymVv3x8vIi5ooY3l7+Xy7fHsyYO2fT87K2J/Ceit1i48jcLdQ7BJOo4b1Z/RmVHHz6HSVJ+lPbvftBikuX899tc7hv7FVcmRLeYrvNYKb09Qw0Aa4E3dm7efXDiooK3nzzTZL6JDGvbh5huiBuWjGco659GDM1mITR3QH4ZdFHpC5bwqd3/4sSR6vT41VTxYogLf9X9hpxOy8muqAPUx/pR3C4K4UPPkTNunUEPfoo/jfdSE5ODp999hkjRoxg2LBhzQvUeI+PxXNYBAD5hnpGvfIzo5KDefO6vq3OZ7GUkprmzN/u328JLi7ntoTtheSCD6yPyc1IZc1br2K1WLjsxtvpOWLM75o8Z7Y7WFVh4tOiCrYY69AqCuMCvZkZ5s/FPn+NUexCcyOfFFWysKiSSquNBDc9N4UHMC3ED0/NqVdpbGyo57vXXyQ3I5W+4ycz/IabUZ3DlR3PBqPRyJIlSygoKGDQoEEkDErgjdQX+LFkC0E2G7PtHkwc9ybqSGe6kXAIig8Z2b+9lEPpZVjqbbh4aEnoF0TioBCCY71a/e4VFy9lz96HCQudjo/PYHJzX8JsKcZFH0pc/EOEhkx2HlsIqmuyKS1dSVnZKiyWElQqPTViIJ9mdcGuGcwbYVGI1FJcewXgNz2pxXK5JxJCsL1kO5/s+YRfCn5Bp9JxRfwVzEyeSZxP+xdWEUJwuKGRbSZnnvZ2Ux0H6501XfUIegsDA407GFi0ngHGHfg6zBDRH2KGkl1q5SVDCJvjelGrd8XD0sCg3N1cZC7jhnvuZeRXI/nb9ngCNL7c+PJbbU5GPp3cr3PQpZawROfgKzc7P/x9OK66P/fvpCRJJ3estN6qIxMpE9fxyc0DW7znCruD8neysZbWEzw7BY3/8YGfJUuWsG//Pn6N+xWL2sJ/MieQXpVCUqydUY86F3spzzvCwsfmkDxsBDcmDW9VucF5EsHTX7xM3APX8Pjmudy+9zm8vTyZ/sQAVMJO4cOPULNmDYEP/p2A225j8eLFHDhwgLvvvhtfX18Mi/bRsLuCwNt6oY91ptbN+yGHV384wGe3DmJIl9Z3gGtq95Ge/jdcXaPo1/dzNJrOK2X7VyYD6xPUVhlYPf9l8nbtIHHwJYy+/V5c3H//L15OnZmFTaPYVTY7sa46ZoQF8LcQvzbzjc9nQgh+NdbyYWEFq8udI4iXN9WevsTXo11/hFRXlPPtC89SkX+UETfdSZ8x4892t8+6nJwcli5dit1uZ/LkyXTvmghb/wcb/ku6TsNLkQnsspST5JvEXZEP4Ho4mJzUUmqrLGh0KuL6BJIwIJjIZD/U6raDwqqqbWRmzcLHpz99ei9ApWpfupIQDiqr0li57VO82Ii3vgaVwwX30t4E+Y4lYvR0NNrWdxasditrjqzhkz2fsM+wDz8XP67peg3TE6fj79oxZekqGm2kmeqag+0dNQ1Ym95XEkU1g6p3MaD4Z6o0Hvwn9nYsJ5Q11NkbGbp/B7MSovlB/wN5qWkMSHVj8sNP0qX/oDPui93mYP+Tm9ELwURRzU2XxfPI2JOX45Qk6c+roSHfmQJSH87czXez5v7LiPZvOfn52Aqtftd2xa338UobpaWl/O9//6MsuIwM7wzeEXewbb0vru4arn15HBqdGuFw8PlTD2MsKeamV9/mkp35FFparzURqlGY+b+nSLpoKB/GbMO9MJgBWVMYNCmW/uNjETZnpZDq774jcM5sdNdfz/z584mMjGTGjBkIi52y+Vk4LHaCZ6eg9tRhttoZ8+ov6DQqVs8ZiraNz5TKyl/YkX0rfn5D6dXzHVSqsxSLZC92riBsKgDvCBj5FPSafnbOdZ6RgfVvCIeD1BVL+fXLT3H39WPC7EcIT/pj+Uhmu4OV5UY+Lapkm6kOnaIwPtBZUeRin/YFpZ2l1mbnq9IqPiyo4EC9GT+tmutD/ZkZHkDkGSz9Xpp7kG9eeBar2cwV9z9KTJ9+Z7HXZ5/D4eCnn35i48aNBAcHM23aNALMR2DF/VC6ExLHwvgXMdkCWLVuE0fSq/CqDUQoDgIT3UgZEkds70C0+lOPjNbXHyY1bSo6XQD9+32FVnvqSX8nMtVbueuzdDYfqmTOJVFMrtqBwfETdZGZ2DChVnsQGDia4KAJ+PkNocbawFcHvmLR3kWUN5QT7x3PzO4zmRA3oV31uv+IBruDrJp6Z+URYx2p1bVU29q4f9rE32xk2rYN9BjRg2cPPcNt23oSEBTBtc++8LvOv39lLu6bCkn3UvNQnZHVc4bSJajtvG9Jkv6cHA4bGZnXYqzez6M/P8Qtl17carKfOaeKigW7cO8fgu/UlkuCf/7F5+zN2cuaiDXM6/YYR18rocq7C9MeH0BAjLPyUdb3q1j/wVuMu+fvJA8bwcwdh/jeUNPiOK4qhZeSIgnduJotSz4n7qYreap0Hg8YXsJySMc1/xiIb4g7wm6n+IknMC1bTsA993BoQH/WrFnD1VdfTY8ePbCW1FH2Zha6SE8Cbu2JolJYv7eUWz5O4//Gd+O2YW3fWSwoXMT+/U8SHj6DpMS5HR+DZC+GFbPB+v/snWd4FNXbh+/dzWaTTe+9EBJCQkkhEELvEIqA9GpBUKpSBP+KCFZEiiIWQBEBQVBqAOm9hxBqCKmQnk1vm7a7835YBGJAEkgEffe+Lj7sZOacM7PszG+e85zfU3p/m9QQ+i3/fyGudcL6EaTH3mLP8kUUZmcRMngEwQOH1knKQnRJKRvScvgtI48ClRpPuYzRDlYMsbfE6jmKYscpy/gpJZvNGbkUqzU0NzFknJMN/W3NMXhEZPVRxF44w96vlyA3M2PgnA+wdnGrp1H/MxQXF7N161YSExMJCAigd5d2SE98CuE/gokDZZ0+J644kJjwTNLjtNF9Ow8T8l2S+KXiO3JFWQzwHMBk/8nYym0f2U9lZR7hFwehUhXRMmgrhoY1L9+dmF3CuLXhJOcpWRLqS/DFXCoVSiyGNMLQz4K8vLNkKvaQlXUAlaoQFfpEKkWEF4ONVVvG+L5MG8c2z+ylTyMI3Copo/OF6GqLPAFEgsDHiZfIyMjgjPMZAgptsTiVxfAFi3Bq7Fvr/tRqDZfeO40dME6/DCtnYzaNb/1cv/Tq0KGjdvxprbclbhx3lO0Im9quSlRXXVRB5leXEMul2E6pWuUwLS2NVatWEWUexehuQzD65AbRZh1oG2qHf39tXnVxXi4/TX8D+4ZeDJ77MZcKlfS7FEuwmRHJZRWk3I1cf+jpyAQXW9SqSjb8bzqlRYUc716KslxDv4tvYuloxMAZgYjEIq24fn8eBdu2YTFhAjuN5BQVFTFlyhQMDAwoicgk77cYTDq7YNbTHYBX14ZzPiGHI7M6YWf68PVOsXELSUpajZfniuqoMgAAIABJREFUe7i61q4WwN9SrIBvW4Oyunc3Zi4w/Xrd9fWc8iTCWvJ3K/WfN1atWjV/woQJtT7OxMqaJp26U5iVSeS+MFJuXsetmT8y+dPZcVnrS+liZcprzjY0lMuIKSlnY0YuP6RkEassx1Kqh7NM+kwe6GpB4FBOIe/GpPJBXBrXi0vpa2POYm8X3m5gT1MT+SMdPh6GIAhcDNvGgVUrsPNoyJC5n2Bu9+wL1jwNt2/fZt26deTm5tKvXz86Weci2TyCytvhJDjP5ZwwneMH4fbVHKT6Evy6uNBlTGMCursR2MyXgT79qdBUsDV2K5tvbaZSU0kTqyZIJVUXuGo05Vy58hpKZRz+/mswMa75rMnZ+BxG/3ieCrWG9QP88D6ajrqwAuuxvsibWiMSSTA0dCVJbcGWzBxOZiUjFgn4yzUEG1XiLyvARipCT2KEgYHDM6nYJRKJsNGX8mtSCoVC9RdaZ4mKL7p15PLly9gW23LA7DSBmXYU52bTuG3HWvcnFovIUwlIEwtoa27M0rQc3K3l+DhUd1bRoUPHv4/8ggiiomajUHVkVWRnVo0NqmKvKWgEcn65iSq7DJtxTdEzqzpLt3zDcspKy/Dr4kfgpjQihFa4uOjRYXzLe8/r/d9/RU5qEi++8wHIjRl5NQEDsZidgV5MdbNjhIMla1KzcDOU0dXKFLFYgoNnIy7t3UkzuTd7Dc7RuVF7ssM1yE31sXU3RSQWY9y5M6qsbPLXrcO5sTdXSkspLy+nUaNG6Dsaoy6ooPh0GlJnE6TWhvi7mLP27B0yCsoIbfrwRYqWFm0oLoklOWUtxsbeGBk9gdWtRgNZt7SFzs6vhIPva9M/HoxUP0h5EXR6p/b9/MtYsGBB+vz581fV5pj/FxHrPxEEgagTRzj843dIpFJ6vDENr5YhdThCuFlcyvq0HH7PzKVQpcFLLmOMozaKbSGt/yh2bqWKTenaUuPJZRU4yKS85GjFKEerJ3Y0UatUHP7xW64dOUCjkPb0mvQWUv36TSeoTzQaDWfOnOHw4cNYWloytFc7bM59QkpUFjEMIKHEj8oKMDKX3XX0sMPa+dFpPsmFyXwV+RX7b+/H2tCayf6TGeA5AD2xnvb/XNQsMjJ30KTJl9jb9avxODeHJ/He9uu4WxuxppsPejviQSzC+uUm6DubUKmp5ODtg6yLWseNnBuYy8wZ5j2M4Y2HY6FvTE7OcTIVu8nOPoJGU4a+vi22tqHY2fXBzDTgHxfZWzNymXXzNqXc71eiUbO8oSWD3BuQlJTET2t/Ik2WRqCJJcXHr/Hyku+eyNlHVaHm1NwzeIphmY2I46WlHJ7ZCTPD/6arjw4d/1/401qvQi0wef80BgU15qMBTavsU3gsmcJ9tzEf6IlxcFUx+vOZn0k8kAieMFm/GbvDytGYWTFyYWcMjbUpkQmXwtn++QLaDh1N60HD+SAulZXJWWzxa0gHy/tpZW/eTGKnIo/wEN97z9eTG9dyYefvRHeVkWxZwhspn6K4XcTID4IxttBGnAWNhsyPPyZv4yaiRo3kmlrN+PHjcXJy0hax+fYKqvxy7WJLCwOWHrjF8iNxbJ7QmmCPh6+NUavLuBQ5iuLiaFoEbsLUtPnfX8jKUm09huRzkHQeks9D2d1CXnIrraOTazCcWQEliurHmznD9BvVt//H0KWC1JDctFT2LF+EIjEevx596Djm1ToXikq1hl2KPNan5RBRqEQmFtHPxpwxjla0MjOq8yj21SIlP6Vmsz0zjzKNQBtzrfd0L+tHe0/XhLLiYsKWfUrS9au0fnEYbYaMeiK3hucFpVLJjh07iImJoYmvD8HiHG6fu02cMoRSjRkyQz0aBtrQqJU9Dl7miGtx7a5kXWHJxSVEKiJpaNaQGUEzcK64TOLtr/BoMJ0GDabUqB21RmDRvmhWnkigvZc1XwY1oOz3WCSm+li/2hSlSSVbY7byy81fyFRm4m7qzhjfMfRr2A9DvepWhypVCdk5R1Bk7iEn9zgaTQUymQN2dn2ws+2DiUmzf2xWZWtGLp8lpJNaXomxGIo0sK10P216zwHgwoUL7N27lzzbbDzOptO4bQd6vvHmE/V16Y9EjI8mo2cpo0d+NiNau1V7AOvQoePfxY0bM8nIDGNj/P+4pnDh0MyOmBrcf2Euv1NI1sorGDaxxnJk4yr3tuPJx/l146/YVNow/YVBHPtgN2m2rXlhmh8uTbTOG5VlZaydNQk9fRljFy0nvLicgZFxjHW04nPvqi/5sSVldLgQzZtudrzjoRXwqooK1s+ZRrGykDWtrvO/5h+St84cZx9Lek+8f68VBIHMzz5DsXET+wYPwtTenvHjxyORSFDllJL5deQ9e8AyjUC3pccxMdBj99R26D0ihbOiIpvwi4PRaEoJarEVQ0Pn+38sVkDSOa2ATjqnLW6mubsQ08pLW4PAtbVWUFs1vJ+297AcawDnYHh5999WGv4voBPWtUCtquTkpnVE7N6OtYsbfaa9jbWre520/Vdu3I1ib83IpUitwdvIgDGOVgy2s8D8KaLYFRoNu7MK+Cklm/DCEgzFYobYW/CKkzU+xk/vJZ2fkc62zxdQkJlBj9en0qRj16du81mSmprKli1bKCoqwtvSk4oYCYUVNkhEKtybmtOoTQPcmlohkT75i4MgCBxOOsyyiGVYqxMYa1WBoUUXQvxX1Ui8lpSreGvzZQ5GZTI2xI1ZdpYU7oxH6mRM5WBLfkn6lW2x21CqlATbBzO2yVjaObVDXMPos0pVRFbWITIVu8nNPYUgqDA0dMXWViuyjY0b/2MiW6nW0PHYGeSlWRwKborUxgtBEFjy8xKKbxfjbq5P3oULjF/xI8aWtXcwqShTcXDuGfz0RJxoaMR7CensmNQWPxfzxx+sQ4eO544/rfVyxWN5e18Q344KpHez+xFpTamKzK8ugQjspgXeq2YIcD37OjN3zCQkJYSO7dugv2I3l+0G4N/ehrajmt3b7/iGNVwM28awBZ9j4dWYruG3EAQ40tIbo4dY0I67nsjJvCIiQprcs6hNi7nJpnmzUXhJuOJfxifG33FueyI9XmuCV9B9b31BEFB8sZgrBw9wpm1bevbsSUiIdha99EY2OetvYhTigEV/T/Zdz+CNDRHM6+vLq+0eXuUXoKQkjosRQ5BJzGmhPxRpyhWtkM5L1O4gkYFjgDYa7dIaXILB6DH317+6gjgFQdR2aNARhm0Ag/9ump1OWD8Bty9H8Me3y6hQKun00ms07xZab8KiRK1mpyKf9ak5RBYpMRCLeMHWnLGO1rQwlde43/TyCtal5rAhPYesChUehlrv6aH2FpjVUbpJSvQNdi7+BASB/jPfw9n33xvpEwSBUyfOcvTYISSCPkY5jZFWGuMsj6VRWw88endFZli3aTrZuee5fHkMdyokrMjUI9SjH9MCp2Fv9Oi89LT8Usb9fJFbGYV80NeXgaViCg8lUeEuYaXndvalHUAsEtO7QW/G+I6hseXT2chVVuaTlXWAzMw95OWfRRDUyOUNsbPtg51dnyfL06slB1KSGBuby7yi40x6QRuZTi9IZ+E3C7FQW2AUc4PgXr3pMOqVJ2r/wq54ZCdSsDTRZ7SkBFMzA3ZMbovkKWZxdOjQ8c/zp7We1MCLCXteobWHLT+8FFQlApz7y01Ko3KxeaM5Mtf7Yi+5KJnRe0bTIrkF9tjTLzmXEyVtMXcwYfD8Dkju+v8rbiew4X9v0bRzd3pMmMq7MSmsSc1me4AnIeYPt+uNLFQSGhHDXA8HprjdF83H1q0mYs9O9gVnMKH3Owjb3CjOK2Pk/NYYGN2PsAuCgGLpMnbciibbwYEp06djZq59+c/fm0DxiVQsh3tj6GfDSz+FE3knjyOzOmFj8sAs+1/SOnLzL3DZW4xFQSV+CVLEzq3vC2lHf9Crgxn6yxth11Sw8YFRv4Hpf7NIjU5YPyEl+Xns+3YZt69cwrNlCD3emIahcf3ac10vUrIuLYdtmXkUqzX4GBkw+m4U20yqV2XK3Ekm5X8e9jgayFiTks3e7Hw0AnSzMuVVJ2s6WprUabGaqJNHOfD9V5ja2DFwzjwsHJwef9BzSHmpilvhKRw5eZD8ylT0yyxxLzPEV3oSr7YNMQqdCbK6N9VXKu9wMWIwenqmNG6+lp+jf2dD1AZEIhFjfMcwruk4jPW1/e6ITOWL/bdIyy9FJAKpWMTK0S1oFpVPabiCi3a3mG/xNUYyY4Z6D2W493DsjOq+mmBFRQ6KrP1kZu4mP/8CIGBs5I3t3XQRudy9zvv8k7FHD3BKbcyphlIcG7QEYNLuSVhEWmAi6CNPvMnr3/yITG70mJaqU1ZSyc73ztDWQEymjzmDbibxYf8mjA1xr+Oz0KFDR33xp7VecXEMv9/5lCNxEg7O6IiT+f2Z2eJz6eTviMMstAEmHe+nQOSV5THmjzGIc8UEJgfS3tKajDNSii0bMmx+G8xt5Xf7ULPp/bcpzFLw8tLviKiEwZfjGe9szUdeztXG9CBDLsdxq6SMC6197zltVZaX8fPbU1GUZHCqewVrQn5l2+eX8W5tT9exVRewC4JA/JdfsiknB1eRiLHz5yOSSLTFbVZfozKtGNspASSLNPT88gQjmxiywL/o4Wkd1o3AJZh0OwOilNtxcBiMT+OF9RMwjDsEm8dqc7JHbwWbRnXfxzNGJ6yfAkGjIWLPDk5uWofc3Jw+U2b9I1HaEpWa7Yp81qVlc7WoFEOxCD9jOZFFSsof+G5EgACY60kY4WDJy07WuBnWbV64IAic+W0j57ZuwsW3Gf1mvlvvLxh1jbpSw50bOcRcyCD2xh3yTW6glpTSSCKhV8UmLN3soe+X4PCYhR1PSGVlARcjBlNRkUvLoN+Ry7VTdmnFaXwd+TW7E3ZjaWDJG35voK9sw/sHNyCy3IdImo9QaY40tzvLJYF4ZJvxq9U+jnpcZnST0fRv2B+59OlcbGpKeXkmCsUfZCr2UFBwCQATk6bY2fbB1rYPhoZ1+6J1pyCXjhdj6a68xeq+Y0AkYm/CXhYfWEyHjA7oFebSo2MHWvUf/ETtn9kaB6dTcTWUsMhZj6OZBRye2RFbk4dbV+nQoeP54k9rvQrjeUzcZs3cPj681v6+r3NFegmKbyKReZhj/XITRHdnpMpUZbx24DVuZt9kbMlYVIVleB9XcMe1D13GNsanjeO9NiL3hXHkp5X0njoL59bt6Rwejb5IzKGW3sgfY0t7MreIIVfiWdTImbFO96skJkddY8uC/3HDvZDQcVNxjgrk0r47vPCmPy4+ltXa2ffFF5wrKaFnWRmtP/4YkZ4e6vxSMpdHIJaUY+u9nYLYo1iUp2gPeDCtwzUEnFtVSeuIT1jG7dsraOgxC3f3iU907R9LWiT8MlQr7Ef8qs3T/g+hE9Z1QGZCHLu/+pyCzEyCXxxGyKDhiCX/TEnkK0VKNtwtL/6wb8VCT0JEmyaP/ZE/CaqKCvZ//xXRp4/TpFM3uo+fjETv3+GgIGgE0mLzibmQQXxkFuVKFWqLbPINbiGTaBiq3k4D/RxttaigV6Geyq5rNBVEXn6ZgoJIAgLWYWHesto+N7Jv8PHZRVzPvYSgMgZxKSKxGgBjtZz5yRPxKW3AHs9zePdoSUfnjkieYZn4srI0MhV7yczcTVHRNQBMTQOws+uDrW0oBrK6sVxcdmo3n1c686tlLp38ulCqKqXzls70EHogjhVjUpTDmwuXoiet/f/JkoJytsw9S1cTCXiY0S0xld7N7PlyeECdjF2HDh31R35BBBERw7G07suEsD7YmcrYMantvQV8mgo1ihWRaEpV2L0ZiOSus4dao2bm8ZkcSTrCew3f4+ahmzRLUJBp+CINA6zo8br/vShuUW42a2dMxMGrMYPe/ZDZMSn8kpbDrkAvgsweP1MmCAKhEbHkVao4HexTxTDg0I/fcfnAHi50ruTnl3ay9bNIBI3A8HnBSPWr3ttVKhXffvYZ5QUFDFXcwrWbDFFaOGUlbmRXfohc/zwm3pGsTLAhUd6MRVPHItF/dIBA60o1k4zMnbV2paoVuYmwYRAUpsKgH8Gnb/308wzQCes6oqJUyZGfVnLj+GEcvX3pM3UWpjaPLv5R1zgcvfxQYS0C0jv713l/ysICdnzxEekx0bQb8RKt+g9+7otpCIJAdkoxsRcyib2oLSsulUlwa25Btl40sYlRuEtzGFT5Oya+PaDXwnrNARMEgZs355CesRVf3yU42A+4tz1OUcy5hBzOJeRyPjGH7OJyJMbRGDqvp3NhIC8r+mOrskSNVmB/Zv8rK99aWW9jfVKUyjsoFHvJVOyhuPgmIMLcvOXdSHYv9PWtH9vGoyivLKfz4aOAiKPduiDTk/LBmQ/Yl7CP15WvkJSaTvvmTek6aMgTtX9i0y0qLqTTWCbhaIA570cmsfG1YNp4PvmYdejQUb9orfW0YnBf5uf8ciGbXVPa0dTpftXa3N9jUEZkYv1qUwy8tBUTBUFg4YWFbIzeyOyg2ShPKSlKTsE8pRlSG1uGf9iuyrqaXUs/JfHSRV5a/A2RUiNGXE1gkost8zwdqSl7svIZd/023/u6McDO4t72irJSVr41jqyKHHxnvER7/VB2LI3Ev7srbQd5VnPruJ2WxVrhRXyiomhbEoXTqx0QebShMKUJhaeLMR/gyXE5TN54iY/6N2HMY9LaNJpyIiNforDoCgH+6zE3r5VGrDklObBxKKRdgtBF0Gp8/fTzD/Mkwvrf65tWj+gbyuk1aTq9p84iOymRdXOmEnPu1D/Wv5Ps4VG5R21/GnJSktj43gyyEhPoN/0dggcMea5FdWF2KRf/uM2mDy+w5ZNwrhxOxtrZmB7jmtD/f74klJ8gNjGK9pxnjPw4JiN/hqE/1/vCijt3viM9Yyvu7lMpEnVl3dnbTPolgqCPD9F92Qne33mDyKQ8OnjZsGiQH0cnTqJzQSBvpo/CTmWFCBF66KERCeiLKup1rE+KXO6Gu/tEglvtpnXwARo0mEZFRS63Yj7g5KkQLkWOITX1Vyor82rdtkwq41NbSJDZ8V34EQD6efRDqVZi1cEBqaDm9JVr5OXmPtHYA3q6EV8uUKkvplt6BW4WcubuvE7F35Ra16FDx7Pl1q35lJenIbGcz/rz2bzStkEVUa28rEB5MROTTi73RDXAuqh1bIzeyFjfsQSJg0hPT8cszYAKAyt6TgyoIqrjI84Te/4MrQcNR2Rlw4xbyTSSGzC7Qe1m40KtzfCSy/g6KZMHA5b6Bob0m/Q2ZiVSTm5Zh41JMr6Ni7hy8DaKhX1hsRdsGQMXVoNEinubgfg3sOGWry/J2cakHBGjaTIUkz7+GHhbkB8WTzcLI9o0tOKL/bfIKS7/23GJxTKaN/8OmcyRq9feQKm8XavzqjFGVvBSGHj1hL2z4NAC+BcFbusSXcT6MeRnZrBn+SIy4mJo1rUnnV8aj1RWv7mZWzNymXUrmVLN/e/GUCxisbcLg+yr52U9KXeuXiZs2WdIpFIGzH4fB0/vOmv7SYg5n8HZnfEU55ZjbCkjpH9DGgXbU1pcQdxFBTEXMslI0JYVd/A0o1ErezwDbTEwlhIVFcXObb8jVpUyULSfRm36Qcc5oF+/eckajcCV2K3kps4hqbQdKy6NIqdEu4jEydyQYA9LWntYEeJhhbOFYZWXlsj3w7CprG79liXNJ+Cjepqyq2MEQaCkJIbMzN1kKvZQWnoHkUgPS8u22Nn2wcamB3p6NczTFwRe2/0zh+U+HG/lg7OxMb239cbd1J1XhRfYe/IMlhaWTJw6FekTpIQcXneT4kuZtDCQkNnGjkFnYnm7pzeTO9e/+4kOHTpqx5/Weq5u05i00x9lhZoD0ztgJNOKYlVOKZnLI5HaG2EzoTkiifbe+kfiH8w+MZue7j35vP3nfLd0GSWKPIwKuxDcz4OWfe5b1VWUlbJ2xiRkcjmjF37FjNg0fs/MZXdgIwJMa//s+DU9h7eik9nQ3INuVqZ33ToiIOkc63cdJSMZ7H1jGKouZmPONxgaqBkyIA2JW1W3jpKSElasWIGFINBu7c+YdOyI0/KvEFRiFMsjQQQlI7zotfIsg1s4s3DQ49cMKZW3uRgxBD09U1oG/Y5UavHYY54ItQr2zoSIteA3Al74GiT/jrTSh6FLBakn1CoVZ7Zs4MKurVg6OtNn2tvYuns8/sCnoLoriEOdiuqrh/Zx6MdvsXJ2ZeCceZha/3OpLg8j5nwGR3+JRlVxP4IoloiwcJCTl6ZEoxGwdDSiUSs7vILsMLXWrgZXqVQcCvudc1eicSKdIfapmA/8HOya1Ms4NRqBGEUR5xNyOZeQQ3rWRd5oupTbha5siptFUAN7Wt8V0y6Wj74xV2aWkLEsAhHVZwcEBFwWdqiX8dcngiBQVHSdTMUeFIq9lJWlIhLpY2XVATvbPlhbdyUr+xAJ8YspK0/HQOaAR8NZONj3v9dGWtxp2t0W0V6vhJ87dWdF5ApWX1vN/gF/8NsHH5NjaoOfvz8DBgyo9cxKXkYJGxecp6ezEXKNwCJXPf6IzeLQjI5/+13p0KHjn+VPaz1jY2/OFXzI4gPx/PhSEF19tI5IgkqD4vsrqLLLsHsrAD1zbbArPCOc1w++TjPrZqzqsYqbZy+y49BBzHI9cXP2ZsCsoCpFv46t+4GIPTsY/uEX3LByZOy1RN56oNjLQ/mrp3PXedB8KAAVhZm0jkzGVZXHjoSFkH4ZNCoAyswbsSzShnKphjnzvyA9y44/Vl6n9QAPWvRyr9ZNZGQkO3fupKuDA9bLvsSoXTucV3xNpaKCrJVXMfCyYJWNiNWnEtk+qS3+NfDnz8+/SOTlMZia+BEQ8DNicT1VUBYEOPEFHP0EGnaBoetA9u8yQvgTnbCuZ+5cvcwf3yyhrKSYjqNfxb9n3+c6beJhaDRqTvyylojd22ng34I+b85BJn/2ouLnd09TnFt9SkskBv9urjRqZY+1c1VrvIIcBb/9/B0phQKtJDfo0bMXekGvQB1WhvxTSJ+Lv58jnafURqSb2hUzqdlC9CTGNGryK+62j3fL0FSoKTqSRNGJVO3N5yE/P4m5DId3WtXZOTwLBEGgsPCyVmRn7qW8IhPQAzR3/2kRiw1p3PiTKuL6mx1L+MisK+sa2eBtoqLv9r7MbDGT5smW7NsdRoWNE6GhoQQHB9d6XPtXXycvKod2MjGiVnZ0v5xAaw8rfnzAD1eHDh3Pjget9Ry9fqPvt/F087Hl21Et7u2TvzuB4lOpWI32wbCpdp1EfH48Y/4Yg7WhNetD12MsMuSr+fMpFYywUYYw4oM2mFjen23OTIjjl3dn0KxrD1q8/AadLkRjLdVjX1Aj9B/1DHlYFUKJFByDoDgD8hJZ7TSI9z2nsSvtO1rZ2t+tZhgMckv2HFxH9A9bMOnYjAmTPmPfymvcvpbD8PdbYW5X9TksCAJr165FoVAwxt2dgvkLMAppjfM336CMzCN/VzwG3VzpfT4WezMDtk+qmT9/ZuZurt94Ezu7F2jiu7R+73uX1kPYm2DfFEb+BiZ1bxVb3+hyrOsZt+b+jP1iBW7N/Dny00p2fPERysKCZz2sGlNZVsauJZ8RsXs7Ab36MWD2vOdCVAMPFdUAggbavOhZTVTHntzG9yuWoSgsZ4hrDr2nf4Neq3FPLao1GoGb6YX8dDqR19dfJPDjg/T68iTzw6K4kV5AVx87Fg/x49iMFrwXsgYjfRFtW/1cI1FdGp1L5rIIio6lIA+wxax/Q0R/qfIokoox7en+VOfwPCASiTAzC6CR11zatj1FYMAmJBIZD4pqAI2mlIT4xVW2TWjdk0Ylicy9lYitkQt+Nn7sjN9J007dMS0rxlQiYv/+/dy5c6fW42oR6kZOqRqlnRwhQsF7IR4ciVZwICrzaU5Xhw4ddcTtO99RUHAJb+8PWbA3F5lEzAf97s9AlkbnUnwqFaMQh3uiWqFUMPHQRGQSGd91+w4zmRmnly6lUF8fQ6UXXV9qWkVUazRqDq5egaGpKe1Hvszc2FRyK1Us93F9tKgGbaT6r6W91ZWQcl47S9r9I0b2eANLPQnLm82B7gvAOxTk2tnm3t3GkNtQn4ITV0mJj6b98Ebo6Ys5uiEaQVM1yiISiejTpw/l5eWc19fH4bNPKTl7juTX38DQzwzD5taUHU7isyB3rqYUsDk8uUbX186uLw09ZpGZuYuExC9rdMwTEzgGRm6G7Fj4sRtkx9Vvf88JOmFdS+SmZgyYPY/OL0/gzpVLrJ89laTrV571sB5LUW42v34wh4SIC3R++XW6vPL6P2YjWBOMLR8+JfXX7ZoiBUe+nckvh69gIi5jwgshNHn1azB+slQWjUYgKq2QNacSmbBOK6RDvzrJgrAootIL6e5jx5Ihfpya05mTs7uweIgfLwbYkZv6NqWld2je7FuMjP4+LUhdWE7OLzfJWXsDkVSMzYRmWA5phElrR8xf9EJirj1HibkM8xe9MAp4tmk5dY1IJMbCohVqtfKhfy8rT6/yWWrflM+E6ySJjFkeE8MLDV8gLj+OeOVtAnr2QXPzEqbGxmzZsoXCwsJajcXa2QT3ZlacSylBJBHTI7OSxvYmLNh1A2WF6onPUYcOHU9PQcElbt/+Gnu7AZxNa8HpuBxmhzbGzlQritUF5eT9dgupvRHmvbX33ZLKEiYfnkx+eT7fdP0GJ2Mn8g8d4mxuAXqVRvgHNaNhYNV76uX9e8hMiKPzyxM4rFSxLTOP6W72NDV5TKCpIOXh2wUBhv8Cbadh5NaKcc42HMopJKq4qggXiUT0fGUK5VINW5d/goGRhDaDPEmLzSfqdFq1Zm1tbWnbti1Xrlwhz88Px0WLUF68SPLrr2Pa0wk9a0N8wrPp5mLBov3R5JXUbOG7m9sbODoM5fbtFaSnb63RMU+MV3d4eTe+txkMAAAgAElEQVRUKOHH7pAcXr/9PQfohPUTIBKJCAx9gZGfLEVqKOe3j+dy6td1qFXP54M5MzGeje/OIC8jjQFz3icw9PlbGOcZWF1M6umLCenfUPtBo6H4zBrWL5vLCYUJ/nZiXpu5AOvA2p2LRiNwI62AH+8K6YCPDtJ7+Uk+3B1FdEYRPXztWDrUj9PvdOHk7C58McSPQS2ccbbQ3nAFQeDWrXnk5Z3Bp/EnWFg82gxf0AgUn04lY0kEpTdzMe3hht20QGQe93PhjAJscXinFc4L2+PwTqv/nKh+EAPZw/MWZQ/Z3rbDKwxSHOab9BK87bogFUvZFb+LgJ59kYoluOtDRUUFW7ZsQVXL312LUHeKSlQUuZhQHp3LoiB30grK+Opw7BOdlw4dOp4elaqI6zdmIJM5Yuv8Hh/vuUmgqzmjWrkC2vtp7uZbCBUaLEc2RiQVU6mpZMaxGcTmxbK001J8rXypSEnh+Mo1lMpl2Op5035o1WqAhdlZnPp1Pe7+LbBqEcLsWyk0NzFkmlsN0hTMHlGB8S/bX3W2xkgiZkWSotqu7T07k9nWDFVGHud2bsanjQNO3uac2RZPSX71mdv27dtjbm7Onj17MArthdOSxZRGXiZ1yhuYv+iGUK7mfY0BylIViw/cevw5oNUw3t4fYmnRlpvR75Gbd7ZGxz0xTi3gtYNgYAY/94PovfXb3zNGJ6yfAlt3D8Z89iVNO3Xn/PYtbJ4/hwJFxrMeVhXiLp7n1w9mIxJLGPHhIjwCqhctedZo1BruXM/B0FSKsYU2emtsKaPzqMY0CrYHRTR3vh/G9weiSBbseaFzKwZM/AB9uenj235ASI+/K6T7LD/FR7ujuJVZRK8m9veE9InZnVk02I8XA52rlMp9kKSk1aSlb8HdbRIODoMe2W9FajGKby+TH5aAvqsJ9tMDMe3iikiv6k+uICyM2C5duenjS2yXrhSEhdXiyv278Gg4C7G4+nV96MuJmTMfWJQiU5fyWUwKHZ07sTdxL1ITI5p06sbtsyfo1b0bKSkp7Nu3r1bjsPcww8nbgnOx+UgsZNiGZzGshRM/nkzkVkbRk56eDh06noI/rfWaNlnK5weSKSyt5LMXm99bbFh0NJnyhALM+3sitZUjCAILzizgTNoZPgj5gHZO7dBUVHBn+gyuNWqMtNKEAeM6IZVVnZk9unYlgkZD11ff4J3YFIpUapb7uCKtQX4y/qOrb5MaahcwPoCFVI8xjlbsyMzjTmlVsSwSiRjdfzqJDiWc27qZnJQkOo1qjFql4cSvMdWa19fXp0+fPmRnZ3PmzBlMQ0NxWrqU0mvXSJ8zBdNeTkhSS1jmaMPGC0lcS6lZeqpYLKVZs2+Qy925dm0iJSX1nKZh6QHjDoKtD2weBRfX1G9/zxCdsH5KpAYG9HxjGn3fmkNuagrrZk8j+vTxZz0sBEHg4u7t7Fz8MdbOroz8ZAk2bg0ef+AzIOp0OnkZSjqNaMxLn7Vl8vddeOnTtjQKNENzaAGnvpvKWoUP+kYWvDb+DQI79n5kW2qNwPXUAn44mcBrP1/E/8MD94R07F0hvWyYH2fe6cLxtzvz+eDmfyukH0Sh2E9c/CJsbfvg4TH9oftoylXkh8WjWBGJOr8cyxHeWL/aFD2r6u0XhIWR/v48VGlpIAio0tJIf3/ef1ZcO9j3p3HjTzCQOQIiZDJHjIx8yMzcTWHhtWr727afzJyUTRwrATu7F8kty+Vs2lla9B2ARq1BGXeTtm3bcvHiRS5dulSrsQSFulFSWElhA3NUmUpm2FphbKDH+zuu829a0K1Dx3+BjIxdZGTuwN19CjeyXfk9IoUJHTzwttc6SZQnFFB46A7yAFvkLbSzet9e+Zad8TuZ6DeRgV4DAVAsXMhZmSMqqYZWAW2xda0afIkNP0tc+DlCBo/gGAbsySrg7Qb2NDZ6/P1fO9ArIJWDqRMgAjMX6Lf8nivIg7zhYoueSMQ3D4lat7JvRWknF8olav74bhmmVjJa9W1AwuUs4iOr7+/l5YWvry8nTpwgNzcX0549cP7qS8pu3iR76Szk/pb4pZbRS2bIvF3X0Whqdg/T0zPBr/mPiMUyLl8ZR3lFds2uw5NibKNNC/HsBrunw5FP/pNe1zpXkDqkQJHJnq+/ID0mmiadutHlldfRN6jhD7YOUatUHPnpe64e2odXcBtCJ8+od+/tJ6WiTMWGeecwtzVkYPd4REfu2hgZWVOqkbK9NIgYGuLbqCEvvDgEA4Oq56G+u9hQW9kwh/OJuRSVaVMD3K3ktPaworWHFcEeljiYPfl3UVh4lYhLIzA29iEwYAMSSdVxCIJA2Y0c8nfFoy6qwCjYAbOe7ogfKETwV2K7dNWK6r8gsbLE5ZtvEBsb3/8nlyOqQ7eT54XKyjzOX+iHSKRHq5a7kEqrPghVp5bTK9eBbHMPjNPn0Nren8UdFxO2bCF3rkYy7usf+W3bNu7cucOrr76Kk9PjF5GC9vvauigCZUE5vdyMUWUqOdPVnllhUSwe4sfgFo+Y8tWhQ0ed8qC1XpNm6+m9/CwaQWD/Wx0wkEpQl1Si+OoSIqkY22kBiGV6bIvdxgdnPmCA5wA+bPMhIpGIgrDd3PzoSw707IxcZsqM/01GLLl/z6woVfLTzEkYGhnTfcEXdImIo4Fcxq4AryolyB9JZhR8FwKd/ged3qnRuc2MTuL3zDzCW/ti+5cCbxfSL/Dx2ql0vGxDh9Gv0qL3AH5beBFlQQUj5wcjk1fdv7CwkBUrVuDi4sLo0aMRiUQUHTtG6tRp6Ht5I28/m7LcCkZUFjB9cDOGBrnUaIzatv98vjUmMOCXas+3Oketgt1vQeR67SxAvy+fW69rnd3ec4BGrebs7xs5t30LFvaO9HlzNnYNGv5j/ZeVFLP7y8+5czWSVv0H02742OdakJ0PS+DintsMGpSP4uxSDmtaUYAJxihRI6JcJKdHz14EBwcjEolQ311s+KeQvnD7vpBuYG10z0M6uIEV9mZ1c3MoLU3lYsSLiMWGtAz6vVrpblVeGfk74ymLzkXqYIT5QE9krn+fplKpUBDXoWOtxiE2MnpAbBshMTKuvs3YGLHRXz/f30diZIRIX7/W16A+KSi4RMSlEVhbd6FZ02+r2j9VlnHxx2H09V5AC714Mm5/ytFhR1EmZfDLezPoOPpVfLv2YuXKlQiCwIQJEzA2Nn50Zw+QeDWbvd9epftAD+THkjFq48i45Azu5Cg5PLMj5vLn6zrp0PFf40FrveBWe/juZAnLj8SxYVww7bysEQSBnHVRlMXkYTvJH30nY06mnGTqkam0dmjN112/RiqWUh4fT9zQkRzu8Aq5ZhmMGDoab9+qhZ+Orl3FpX1hDF+wiP+VyziRV8Shlt54ymv4nNg6HqL3wPTr91w+HkeCspx2528yydWWuQ2rl0d/5Y+XsT6QgVOWnLGLvkatMuW3hRfxCbGn8xifavufP3+eP/74g8GDB9O0aVMAik+eImXKFPQ9myNr+jpJgobpemXsn9UJM3nNxWpW1gGuXpuEjU1PmjX9GpGonnWDIMCxhXB8IXh2hyFrQVaze/c/iU5YP0ck37jK3hVLKC0soP3IVwjs/UK9++QWKDLY/vmH5KWn0n38FJp27l6v/T0tJfnlbJh3Fvdm1jjkvk1YaSCVPHgjEOiofwOrsT9oo9EJuVxIzKWoXCukPayN7lU2rEsh/SAqVREXI4ZSXp5OUIvfMTK6f7MW1BqKT6VReOgOiMC0uxvGbZzuVQB7GJWZmeT88CP5W7YglD/cYlBibY3jp5+gKS5GXVyMprgETXExmpIS1CUPfC4uRlNSjPqBzzWZVhPp61cX6PcE+F0x/jCB/uc2IyMkxkaI5PJa/58uCAtDsexLVOnp6Dk4YDv9Lcz69eNO0g/ExX2Gl9dcXF1eqXrQ5Y1Mj0pki0Mopunv8lHQawxuNJgtH75LXnoqr339A5mKLNasWYOzszNjxoxBUgPHG0EQ2PxxOBq1hl7NrFBGZFIyqhG9f7nIsJYufDqwWa3OTYcOHbUjIfFrEhO/pInvMopEnem9/CR9mzuybJg/AEWnUykIS8Csrwcm7Zy4kXODV/a9grupOz/1+gkjqREapZLEoUO5Kg/hamNwcLBnwsRxVfrJiI9l43szad49lNw+w5h2M4kFno687lLDxeK5ifB1ILSeBD0/qdU5TrhxmyM5hUSE+GImrTqDGZ4RzuSd4xl+xgMHN0+Gz1/I2e0JRB5Mov/0AJy9q1ZH1Gg0rF69mqKiIqZMmXJvBrfk7FmSJ05C5tMRqdsgdlBBdht75r9Qu0JpSUlriI37BFfX8Xh51iwq/9RErNWmhTj4ab2ujW3+mX5ryJMI60fPU+t4KlyaNGfsoq/Z//1yjq1bzZ2rl+g1aTpys8dXR3oS0mJusuOLjxHUaga9+xGuTR9f4vRZcyEsAY1aoPWAhqz5xucvohpAxOVyV75acRrQCum+fo73otJ/WjDVFxqNimvXp6JUJuDvt6aKqC6/U0j+9lgqM5QY+Fph/oLHvepfD6MyPZ2c1avJ/+13BI0GswH9kXl6kvXVcoSysnv7iQwMsJszG+MOta+8KAgCQmnpfTFeUvwQcX5XoBdXFeiVmRlVPgsVNbBtEovvRcMlxkYPCPE/BbtRFXFedusWBb/9fq/tP3PKAVz7jiM/P5y4uM8xMwvEzNTvfj/Nh/He+VD+sOmIyuZ1dsXvYHCjwbR6YRBbP/uA6NMnaNKxK3379mXHjh0cOnSInj17Pnb4IpGIFqFuHPjhBrndXTGUirG6oODlNu6sOZ3IkBbOBLjWU9lfHTr+n/OgtZ6tbT+mrjqLkUyPuX20kdqK1GIK9iZi4GOJcVtHUopSmHxoMhYyC77p+g1GUiMEQSB9/nzS8uXEejshiG/Tu1/V375GrebgqhXIzc3xfHEEPa4nEWxmxGvOtRBwp78CsR6ETKn1eU51tWWXIp+f03KqOY+0tG9JU/dALhUmE3Axisj9u2nZrw/xl7M4tiGa4e+3Qk//fpBALBbTr18/Vq9ezeHDh+nTpw8ARiEhuKxcSfIbbyAydGSAbQgfnUklKsgFX8fHL/L/ExeXVygtTSIpaTWGhq44O42s9fnWmhYvg7E9/Pay1o5v9Faw+udm+esDnbCuRwxNTOk/6z2uHNjLsfU/8PPbUwidMhP35gF12k/06ePs++5LTCytGfjOB1g6Pv/5oTmpxdw8k07zzi6Y2RhSwMPLnRZgwvIRAbRuYIltPQvpBxEEgZjYBeTmnqRx40+xtGwLgEZZScG+25RcyEBiJsNqjC+GTawe2U5lairZq1aTv20bCALmAwdi9foE9J2135GetfVDI7hPgkgkQiSXI5bL4Sld+4SKCtQlJWhK7ovtvwp09d0o+oOCXF1USGV6+gMR9ZK/76esDMWyLzHr1w9fn0VcCO/H9etTadUyDKnUTLuTWIJ1l7d598j3zG40i7P5BiQXJuPmF4iNqzvhu7bi274z/v7+pKWlcfbsWRwdHWnW7PER54aBtpjbJRJxLIXQri4U7r3NlJaN2XM1nbk7rrNzclv0JM9vKpUOHf9GHrTW8/aez+aLyYTfzmPR4OZYGcvQlKvI3RSNxEiKxeBGFFYUMvHQRCo0FazpuQYbuVYU52/5jax9J4jqMI8yk0i8PL1wdq76/IvcF4bidjx933qH/yXlUKmBr3xckdR0tq0oAy7/Av6jwPRvSp0/gmYmcjpbmrAqOYvxzjYY/uV+MslvEq+kv0KwZzAnN/2MR2ArOo/yZueXlwnfk0jIwKopLY6OjrRs2ZILFy7g7+9/b12JUXArXFevIvn1iYhaOzLbxIUvf7/G8qltajyzKBKJ8PKaS2lZCjEx8zE0cMLKqnYpi0+Edy/tosaNQ+HHHjByCzi3ePxxzyk6YV3PiEQi/Hv2wcmnCXu+WsTWT96n5QuDaDtsNBK9p0vWFwSBc9t+5cyWX3Bq3IQXZr6L3NSsjkZev5zZFo/UQI+g3u6g0WAklFAiqp5fpQZe8Kuem1bfJCf/RGrqRtxcJ+DkOAxBECi9nEX+ngQ0ykqM2zlh2t0NsezhKQcVycnkrFpF/vYdIBJhPuhFrMePR/qXxXVm/fo9sZCuT0T6+ujp64PF00VsBY0GjbIUTUkxcZ06PzRVRZWuLRAjlZrRtOnXREQMI+rmbJo3+/7+A8GzG6NOL2ddSQxRFiP4Pf4PpgdMoOULg9i7YgmJlyPwCGxJz549ycjIYNeuXdjY2GBvb/+34xOLRQT2dOXIumhyTQ0wsDKgfP8d5vXxYdKmSNafu8MrbZ9PNx0dOv6t/Gmt1yLwV3JLpXy29yatPSwZ0sIZQRDI3xGPKqcUm/HNURlomHpgKqnFqazusRoPc21hmNIbN8j45FNutZ5NkVEmGirp3KVzlX4KsxWc3rwBj8CWhLs25mhMCp96OeFu+PCCZA/l7ArQqKDttCc+36mudrx4OY5N6Tm8+pdIeZB9EMEOwewR4umdYs2BlcsZ8v4n+LRxIPJgMp4t7LBxrRp46tKlC1FRUYSFhTF+/Ph7qW/yoCBcVq8iZfJMDEJmMSrFgF3hyfS/6wVeE8RiPZo2+YqIS8O5dn0aLVpsxsS48ROfe41xDoJXD8CGF+Hnvtqc60aPn3l8HtGFYv4hbFzdGfXpUvy6hxK+ayu/zptNfkb64w98BKrKSv74ZilntvyCb4cuDJ778b9GVCdH55J0I4egUHcMjKUIketpIKpejlUQBKKk/8AP+i9kZR0kNu5TbGx60bDh21Rml5L943VyN99CYmGA7ZQAzPt6PFRUV9y5Q9q77xHfK5SCHTuxGDoUzwP7cZg/v5qo/v+ASCxGYmyE1M4OPYeHR3vEJvcfGmamfnh6ziE7+xDJyQ/4nIpESLrPZ0n0F2jEpqzJqEQQBBqFtMfE2obwXdrqYRKJhCFDhiCTydi8eTOlpaV/7a4ajYLtMbaUEXEgCdPeDVBlldK+WKBDIxuWHIhBUVj22DZ06NBRMx601jMzC+Sj3Tcpq9TwycBmiEQilJcUKCMVmHZ1RdrAhP+d/B+Rikg+bf8pLey0UUx1YSGpb00n2bM3CokVZcZp+Pj44Oh4PwgjCAKH13yPgID3qNeYH59GW3NjXnayftTQqqPMhfA10HSQ1of5CQkxN6KFqZxvkxVUPsQKb6L/RFLF2ci6+ZJ84ypXD+2jzSBPDIylHN0QjUatqbK/gYEBoaGhZGRkEB5etZKhPDAAl5VfUn5tPU4iCeptNyksrVlFxj/R0zPCz281enrGXLkyjvLyzNqf9JNg7QmvHQLrRrBpBFxa98/0W8fohPU/iFRmQLfXJvPCjHfJz0hn3ZxpRJ08Wut2lIUF/P7xe9w8eZS2w8bQa9J09KTPp1XNXxE0Ame2xmFiaUCzzk5Qmk/+vk+IFjzJ1RhSrNFHEKBYo885wZMxfWqfa/w0FBZe4/qN6ZiaNse30SKKDieT+WUEFclFmPdviO1EP/Qdq0fWyxMTSZvzDvG9+1C4Zw8WI0fS8NBB7Oe9j/QRgvL/G7bT30L0F7tExGI0hYXk/PDDvU0uzi9jY9OTuPhFFBRE3t/XqQV+bk3olL2PLFkIW5MuI9HTI6jPAFJuXictJhoAExMThg0bRkFBAVu3bkWjqfpQ+isSiZjAHm5kJBSQqydG5mlO4aEkPuzuTYVaw0d7btbZNdCh4/8zpaXJRN96HzOzFri7TeLYLQVhV9KY3NmThjbGVGYpyd8Rh34DM0y6uLL44mIO3jnIrKBZ9HLvBWgFc9q775JTpEecfTdkHrmo1JV06tSpSl9xF86SEHGBkCGjmJdVigAsa+yCuDYLri+shsoSaPfwugU1RSQSMc3NjpSySnYq8qr9vYVdC4IdgtkoPYZTk2ac+GUNFaV5dBjWiKykIi4frh548vX1xdPTkyNHjlBQULUojGHz5jgvm0t5/B+0Qs6x78/UeswGMnv8mv+ASlVE+MUhnDrdjsNHPDl9uj3pGTtr3V6NMbaFl/eARyfYNRWOff6v87rWCetngFdwG8YsWo6tuwd/rFjCHyuWUFGqrNGxOanJbJo7i4z4WPq+NYfWLw6rd7eRuiTmQgbZycW0HuCBnlRCZth8zld4UymS0rpzKGflrVlX3pKz8tZMHNiFAQH/XJS3rCyNK1cnoC+1wNt0EdkrblJ4KAlDXyvsZwZhHOKI6C9+p+Xx8aTOepuEPn0p3L8fyzFjaHjwAPbvvYvUrgYlcv8fYdavHw4ffYieoyOIROg5OuLw6aeY9u6NYvESsletBrQPIZ/GC5HJHLh2fSqVlQ88iLq8z7K4VYg1xXyUmItGEGjapQcGRsZcDNt2bzcXFxdCQ0OJi4vj2LFjjx2bTxsHDE31ubTvDuZ9PRDKVJhdymJSp4aEXUnjZGxWXV8OHTr+X6HRqLgRNROAJr5LKVPB3B3XaWhjxBudPBAqNeRujEYkFWM13Jv1N9ezPmo9o31GM9Z37L12cn9aS/7RU0S3fhMDMxFZFQk0bdoUuwfut+VKJUd++h4btwZc92/HqfxiFng64VqbFJDyYjj/HTQKBbvauWs8jO5WpngbGfB1kgLNQ4TiZP/J5JbnUtLZGUEjcHDVCjwCrGngZ82FsETyFVU1gkgkonfv3mg0modWnzVs2gSnD8dSnnWDgHSBmP2Xaz1mExMfHB1HUF6eSnl5OiBQVp5GdPR79SuuZcYwcjP4jYRjn0LYm1rv638JOmH9jDC1tmXovE8JGTySm6eOs/6dN8mIj/3bY5KuX2HT+7MoL1UydN5neIe0/4dGWzeoKtSc25mAjasJXkF25CReRhy1nfOiAJo182Nk5+acfqcLiQv7cPqdf1ZUq1TFXLk6AbVaiXvGXArXpCOoBaxfbYrVSB8kplU9jctiYkidMYOEvv0oOnwYy1dexvPwIezemYPU9ilXDv6HMevXD68jh/G5GYXXkcOYD+iP46LPMe3bl6ylS8n+fiUAUqkpzZoup6IihxtRbyMId6POVg1x8BtMu4yfyRSs2JCaib6BIf49+xAbfpbctNR7fQUFBREQEMCJEyeIjo7+23Hp6Uvw7+pC8s08csvUGAU7UHI+ndcaO+BuJWfezhuUq9T1dl106Pivc/vOdxQURNDY+yMMDZ356lAsKXmlfDqwGTI9Cfl7E6hML8FiqDeH846z+OJiurl2Y1bQrHvBI2VEBIolS0js8BYl5VLM/ApRqVTVotWnfl1HcX4ejV+dxEcJGXS2NGGUQ828p+8RsRZK86D9zDo5f7FIxBRXW/6PvfOOjqrc+vBzpmUmvffeCSWhB0KkhyZgo8jFCiIgiohe5dor6lVBFLBgpYoiSOih9xYgpJGQ3ntPJjOZmfP9ET4gJvQg6J1nLdZived993nPCZyzs8/ev51S38jO8ppWx7s6dqWPSx9+LlhL7wmTyIo7RdL+3dwzMQipVGDvypRWXWFtbW3p378/ycnJpKa2boeuCgnBfFoE+sZqFFtyaEi8uo/RFqUlW1qNGQxqMtI/uWFbN4RUDvctgcgX4dRPzW3QtVcvhr9bMDrWdxCJVErfcZMY/9Z89E06Vr/+Iic2rkNs49N1/O4drPvgDcxt7PjX+5/iGvjX5x7fKnG7c6mr1BDxoD86g4GC1bOJESORSOVEDR18x/ZlMOhISHieurpUXONmIp4yw2KgB85zuqEMbFm815iSQt7s58kcM5a6vfuwmzq12aF+6SVkdldWBzFyZQSZDNePPsRyzGhKFy6kbOlSACwtuxAQMI/y8j3k5Hx7aUH/l5lTvBNZYwrvphdQ2aSj6/DRSGUyYjetv2T3QkTH1dWV33//nbKyq7fr7dTfDRNTGbFbs7Ac6oWgkKHensU7YzqSWVbP1/sybsv1GzHyT+dyaT1n5zEkFlSz7GAmE3p40NvXDnViGfVHCjHv50ayTRbzDswj1CGU+ZHzkUqaa1l05eXkz3mBsqAh5IqedBzsSHJaPKGhodjbX8qbLkxL4cyOzYQOu5cPGmTIJfBpkMeNfdnVaZqLFr0jwaNnu92H+xxtcFfKWZRd3MpJBpgZNpOKxgoSPatwC+7I3p+/BbGOPg/4k59Sybkjreuy+vTpg4ODA5s3b0bbhkyqU+/OnOthi9TEguKFe2lswwG/Go2atmvBrjTerggCDH4dRn0G53fAT2Og/ja3XW8HjI71XYB7cEce/fgL/Hr0Zv/KH1g3/03ObN/EN888wacTRvPF4+PY8fUiPDp24eF3/4uV49WVDu5G1LVaTm3LxruzHW5BNqxf9RW22kJSBX8iIiKwtLx+rc32JuXs25RX7MEp6V9YK8Jxeq4rVsO8EeSXihMbk5LInTWLzLH3UX/oEHYzpuO3ayeOc19AZnuDkRAjrRCkUlznz8dq7BhKP19E6eLFALi7PYKj40jSMz6lqupCcyhzB3p1m4536XfU6WF+RiGmVtZ0GjCExP27qK+6lDoil8sZP348MpmMNWvWoLlCUx4AhVJGl4HuZMaVUVWlwXKIJ5rzVfQUZYzq4sKXe9LILv97REyMGLlb+LO0nt4g8p/f47ExlTNvZDC6qkYqfjuP3M2cir4iz+5+FldzV74Y9AVKWXNNhqjXU/DSS9SpJSS7j8XZ15I6ZTYGg4H+/S/Jwf2/ZrW5tQ2p99zL0ep63vV3x1V5g11U41ZDbSFEvtCetwK5RGCmhyMnaxo4UtX6WRLmGEZf1778mPgj90ydhl7bRMyyxYREuOAaYM2h39Kor275DJPJZIwaNYrq6mr27dvX5nmHTo4k2qQeuV0wBa//RGNKynXvWWnSdo3QlcZvCz2nwIQVUJzQLMdXkfnXnfsmMDrWdwlKc3NGz5nH0GmzyEk8y67vv6K2rBQQ0arVCBIJHfoNxMTU7E5v9aY4sSWLJq2BPg/4s+lkGl68ZngAACAASURBVH3SP2OzEIWpqSkRERF3ZE8GrZ7UHZ9RULEK2/wR+IQ/jcPTXZA7XbrH6vh4cmfMJPOBB2k4dhz7Z57Bf9dOHGfPRnaLUnRGWiJIpbh88AFW991H2RdfUvrFlxfyrT9AqXQjIXE2Wm0FANK+z/JQXS6q2u0sLyjndE0D3e+9H71Ox+lt0S3sWltbM27cOMrLy9mwYUObkaL/p8sgD+QmUmK3ZWPexwWZg4rqTRm8PiIYhVTCmxsTr7reiBEjLfl/ab1OHT9DJrNg+ZEs4vKqef3eEKxM5FSsTgGDiPCAEzN2z0QmkbF0yFKslZeaqZUtWUrtkWOkDnoFQSKh90PuxJ6KpWvXrthc9hyO3fIHpdmZ+D82g4/zyoiys2S88w0+p/U6OLgQXLuC78Brz79BHnaxw04u44uctpU2ZoTOoFJTydaqvURMmExG7HFSjh5gwL+C0GkNHPildTqHt7c3YWFhHDlyhOLi1nalEoHwqX050FSL3DuKvNnv0piUdF379fV7EYlE1WJMEBT4+r14XevbjeBR8OhGUFc0N5IpOH3tNXcIo2N9FyEIAl0GD29TNk80GDi0dvkd2NWtU1XcQOK+fEIiXCgR9GRtnE+DYEmBaM+AAQMwMbmBgpJ2Qp1SQdoPy8iVLsFK24fO93+CWQ/ni58L1XFx5EybRta48TScOoXD7Ofw370Lh2dnIbX6e8ga/h0RpFJc3n8PqwceoGzxYkoXfYFUak7nTl/S1FRBUtLc5nxrE3NGd3kcVfXvWKDm5dRcLJ1cCOzVlzM7NrcqBvbx8WHo0KEkJydz8ODBK55faSan0z1upJ0sprq8EatRvujK1JglVPLC0ED2ppSyLaHodt8GI0b+EfxZWq+wWs1/t6cQGWDPmFBXanZmo82uwXSMJ7NOPU+lppIlg5fgbnGpyUvdwUOULVlCYdQcyqrl9P9XEKcSjiMIAvdc1qG2uqSYw7+uxKdHbz5T2KGUSPjvjaaAACRtgMrM5tzq2yAMoJJKmObuwJ6KWuJrW4sWhDmGEeEawY+JPxIcFYWLfxC7f/gahVJLj1HepJ8qIeNM62LqoUOHYmJiwqZNm9pUQurmZUtCL1fyRB2KkH+RM2026viEa+7XxXkswcHvozRxBQQEQYZEosLRYehNXf8t4dkbpsSATAU/jILzO//6PVwHRsf6LuTyT9mXU1t+9+cWtcXRDelI5BKCh3jw5k9beFISzQ7FCOzs7Oje/a/trqSv0VC+Mpn837aQ7/s55ibBdB36DTLz5k+ODadOkzNlKlkTJtJ4Nh6HOXPw37UT+xkzkFq03R3SSPsiSKW4vPcu1uMeomzJEkoXLcLcPISAgNcpr9hPdnZzgaNfnxfo3KTBteR7ztaqWV5QTs8xD6Kpryd+945Wdvv06UOnTp3YvXs3aWlpVzx/6BAPJFIJp7Znowq2xSTQhppd2Uzu4kqIiyVvRydRp/n7VKgbMXInUKvzWkjrAbz5RyJ6UeT9+zqjSa+idm8uyu4OzKt8j9TKVD7p/wkd7S8pcDQVFVHw0kvUh/QnVetLcLgzdr5yTp8+Tffu3bG6EORo1qxeioBAxr2TiK1pYH6gO04mNyhDK4pw4DOwD4KgUe12L/7M4252mEslfJFT0ubxmWEzqdJUsSZ1DcNmzKZJ3cDuH76ma5Qndm7m7F+dgkbd8hlkZmZGVFQUubm5nDnTtgLInFEdeE+pR6cwQxn6GDlTpqKOi7vmfl2cxxIRcYDBg9Lo1nUlen01mZlf3viFtwf2ATA1Bux8YfUEOLPqzuzjKhgd67sQC7u2BeyvNH43U5heTfrpUroO9eDVrUk8Wf8diZKOlGsVDBky5GLHqNuNaBCpO1xA0aex1KanURD+BXKVDWE9v0MqNaXhxAmyn3iC7EmTaExOxvHFufjt3In909OQmrfWrTZyexEkEpzffhvrceMoX/oVpQsW4uoyEUfHUaRnfEZl5XGQyhntM5KyxqN0EyqYn1GI1NMHj5DOnNy8Ab2u5YtHEATGjBmDg4MD69ato7Ky7V9gzaxMCIlwIeVoEbUVjc3ye1o99btyeO/+ThTVNPL5zhsrADJi5H+JZmm95vzkjiGfIZHI2J5YxI6kYmYPDsTNREbFLynIHFQsdfqFQ/mHeC38Ne5xvxSBFpuayJ/zAlqdhATfiVjaq4icGMi+ffuQSqVERl5SxUo9eojM0ydxn/gEi4rrGOVgxX2O1q32dU1St0NJYrNuteT2uUdWchmPu9mzqaSKjIbWdR9dHLrQz60fPyb+iNLJjj4PTSL16EHSTx5h4CPBNNRoObI+vdW6sLAwvLy8iImJob6+dQ63vbkJ44cH8j5qJBZemHR8gJwnp9Bw6tR1793augcuLuPIyf2OuvobVxlpFyyc4fEt4N0PNsyA/Z/cVVrXRsf6LiRy4qPIFC3TI2QKEyInPnqFFXcnoihyeN15TK0UHJE10Zi6iwGS0+yVDcDDw4Pg4L9G2USbX0fJkjNUbUxH5iWneOg3GGRqQkOXoTudRfYjj5L9yKNozqfh+O9/478zBrupU5Ga/z3z2f8pNDvXb2E9YQLl33xD2YIFBAe9h0rleSHfuoyRff6NXISu6R/QoNfzXnohPcc8SF15GSmH97eyqVAomDhxIqIo8ssvv7RZRQ8QFuUJIpyJyUHuaIp5uCv1x4voJFfwcC8Pvj+Uxbmi1pJZRowYaS2tV9vYxJt/JBLsbMGUCG8q1qZiUOvY2f0sazN/Y1qXaTwU+FALGyWffkbD6dNk3vsm6noDQ6d0pLq2kvj4eHr16oXFhS+ImoZ69vz4NXa+/nzl4I+5TMKHge43ngIiinDgU7DyhM4PXXv+LTLN3QG5RGDJlaLWoTOp1lSz+txqeox+AEcfP3Z9txRLO+gy2IPE/fkUnK9qsUYQBEaNGoVGo2HHjtZf7QD+1duTAhdTtin0yJz6oPCLIGfqUzT8qYPj1fD3ewmp1IyUlDfvXM2J0hIm/QpdJsDud2HzXDDcHZKoRsf6LqRD5ECips3Cwt4BBAELeweips2iQ2T7F1LcTtJPlVKUUYNVT3u+3HeOTy1Wc1g5iHqtSFRU1G1vbGPQ6KiKTqfky9PoqzTYTPSnqMe31KnP4S+ZTvmM98l5/HG0WVk4/Wce/jE7sHvyCSSmprd1X0auH0EiwfnNN7B+eCLl3y6jYuHXdOr0BTpdNYmJc7FWWhFpH8oR8nmaTH4pqqDEJxh7D69m6co2Hvq2trY8+OCDFBUVsWnTpjbnWNqpCOztRNLBAhpqtFgO8USiklG9OYN/DwvCSiXntfUJGNpoT2zEyP8yf5bWA/h0RyrFtY3Mf6AzmsOFaFIrye5dy0dZCxjjN4ZZYbNa2KjZsYOKH3+k+r455BRK6T3WFydvS/bu3YtMJmtR8H5g9c80VFeTM24aZ+vUfBzogYPiJjoRZx+CvOMQ8VyzhvJtxtFEzgRnW9YWVVCkaWp1vLNDZyLdIvkx8UfUhkaGTZ9NY10te376lt6jfbG0V7JnxTl0TS2dSUdHRyIiIoiLiyMzs7V6hkwq4Z2xHflIW0+5hQxF8HjknsHkTHua+qPHrmvvCoUd/n4vUVV1jOLijTd3A9oDmQLu/7r5C8PJ72Dto9CkvnP7uYDRsb5L6RA5kGmLf2DummimLf7hb+dU63UGjmxIx8JJxdvx2bxofQAzTQmHdZ0ICQnBw8Pjtp1bFEXUCWUUfxZL3eECzHq74Dy3B/mm31FWtgv7Qx7UPvUFTbl5OL32Gn4xO7B99FEkKtW1jRv5yxEkEpzfeAObSZOo+O571Es2ERDwOhWVB8nKWsqYzo9TKpPR98x/cFNImZeaR7fRD1KWm03Wmdg2bQYEBDBw4EDOnj3LsWNtv0y6DfNCpzMQtysXiakcyyFeaNKqUGbVMW9EMCezK/ktNu92XroRI38r/iytBxCXW8VPR7J4JNyLEKRUb8+i3g9mVfyHcJdw3urzVosgizY7m8L/vIouNJKzDYG4B9vQdagnRUVFJCYmEh4ejplZ89fEgtRk4mK2YDN6PN/UaLnf0Zp7byYFBJqj1WYO0HXyLd6F6+cZT0d0oshXuVfOta7WVLPq3CocvX3pff94kg/sISchlgGTgqkqbuDklqxW6yIjI7G2tmbz5s3odK3rQXp62zK6qxuz6qsxSATM7pmN3N2T3OnTqT98fe3PXV0nYGkZyvm0D2hquoNf7wQBhrwFI/4L5zY3a103VNy5/WB0rI3cJhL251NTqmanXIOtUMNT+jXstXwIvQEGD759zWB0lY2U/5RE+YpkJCo5DjNCsR7rR8bRd8nN+wGzPRJMd4Pzm280O9ST/4VEqbxt+zHSPgiCgNPrr2EzeTIVP/yA7OcsnJzGkJH5OV3MTLCUm7FDruHd+v0k1TdyyDsECzsHTmxcd0WbkZGRBAUFsWPHDrKyslodt3E2w7+bI/H78misb8KstwsyR1OqtmTwQBdXenrbMH9rMpX1baeTGDHyv8afpfV0egPzfo/H0cKEF+/xo2L1OQzmAjNMXsfXxpcFAxYgvyw6bGhsJO/5ORhkChKDH0MmlzLk8RAEicDevXsxMTGhb9++AOh1OmK+XYzSzoGf/bthK5fxfqD7lbZ2dQpOQ/pu6PMMyP+6AIuXyoSxjtYsLyinsqm1A9zJvhP93fvzU+JP1Gpr6X3/eOw9vdn57Zc4eCkIDnfm9PYcyvLqWqxTKBSMGjWKsrIyDl/BUX5lZDBVcoGfbQV0JRqsH34XhacnudNnUHfgwDX3LggSgoLeQautICPzs5u7Ae1J72kw/mcojGvWuq7MvmNbMTrWRtodTUMTJzdn0WAt40BdPav8tlPepORUrT09e/bE7jZ0KBT1Bmr35VH8WSya9CqsRvrgMCsMbdpJkl4YRrZuBapUFYGd3sV/+zZsHn4YieIGmwYYuaMIgoDTq//B5tFHqPzpZ2yirTE19Sbl3EuM8RnMLnML7jn+NoMsZHySXYL3vQ+QmxRPYVrbzRAkEgn3338/NjY2/Prrr9TUtI66dB/hRVOjnvi9eQhSAet7fdGXN9JwpJD37utMTaOOj7ZdvV26ESP/C/xZWg/g+0OZJBXW8PboEJq2ZKGv0vCe89dITeUsGbwEc0XLwvDi9z9Ak5xM4YR3KS/WMOixDphZm5Cfn8+5c+fo06cPqgtfFmM3b6AsJ4uch2eS3KDlkyAPbOWym9v8gc/AxAp6TLmle3AzPOvlRL3ewA/5bat+zQidQY22hlXJq5DK5Ayf8Tz11VXsW/4dEQ8FYGImY8/y5FZpaQEBAYSEhLB//34qKlpHcB0tlDw/NJBvCyoo7WSD+mwV9i8uQOHnR97MZ6jds+eae7e06IS7+2Ty8lZSU3tt6b7bTsgYePQPqC9t1rouvLbiye3guhxrQRCGC4KQIghCmiAIr7RxXBAEYdGF42cFQeh22bE5giAkCoKQIAjCakEQlBfG3xIEIV8QhDMX/oxsv8sycic5tT2bxvomftXV8WF4Ey7pvxFjPQmFQtFCd7S90GTXUPLFaaq3ZmLib43jnG6IjUlkjXuIzPdmUByVgUp0pefjB7GdMBHB6FD/bREEAad587B97FFqflyDy+Eu6HS19JEkokFPjJmKD/J+pEkUWecegomZGSc3/n5Fe0qlkokTJ9LU1MQvv/zS6rOpvbsF3p3tiNudi7ZRhzLQBmWwLTW7c/A3M2FKPx/WnMglNrtthREjRv7JFBb9waFDkeza7U9i0guoVN4XpfVyKxpYEHOeIR2c6NcgoI4vY4P7fhKUaSwdvBQnM6cWtqo2bKDq119p+tdcklOgc383fLo0K2Ht2bMHlUpFeHg4ANUlRRz5bTWy/sNYoZMx3tmGKPub7C9QmgLJ0dDrqeaCuL+YEHMVQ+wsWZZXSr2+dfFdR/uODHAfwE9JzVFrJ19/eo5+gIQ9MRSlxxM5PpCS7FrO7s5ttXb48OFIJBI2b97cZi3Jo328CHQy57m8EuQ+ltTGFOL60RJMAgPJe242tTuvrRPt5/sCCoUtKSlvNPcYuNN49YEnt4NE3qx1nb77L9/CNR1rQRCkwGJgBBACPCwIQsifpo0AAi78mQYsvbDWDXgO6CGKYidACky8bN0CURTDLvzZcqsXY+TOU1Ou5vTOXJIUekI72TO+9AuylB1JrZTQr1+/i7lx7YGhoYnK9ecp/SoOg1qH7eRgFE655D4+kfznZtMkVFP9HwvkFg50u2ctcuVN5t4ZuasQBAHHV17B9vHHUX+zBeeU7jTVxzPewYxoZ1+8zyxjlo3IH+W1SO6dQOrxw1QWFVzRnoODA/fddx/5+fls3bq11fHuI7zR1OtIPNBsw2qUD2KTgZqYbGYPDsDVSslrGxLQ6e+Cl4oRI38RhUV/cO7cqzRqCgARENFoCikuaXbiXv8jAYkAb/f1pSo6nTSbfH6w+J3PB32Ov41/C1uNqakUvfU20p6RnKwJwtbVjL4PNs/JyckhLS2NiIgIlEoloiiyc9kS9HI5v4YNxFEh511/t5u/kIMLQaaE8Bk3b+MWec7TkYomPasL284NnhE2g1ptLSuSVwDQ56FJ2Lq6s+ObL/DsaI53ZzuObcygpqxl4Z6lpSWDBw8mPT2dxMTEVnblUgnvjO1EbpWadW4KBKWMqo15uH/1LcqQDuQ9P4eabduvuneZzIIA//9QUxNHQcEvN3kH2hnH4GataxsvWDkO4v7afV1PxLoXkCaKYoYoilpgDTD2T3PGAj+LzRwFrAVB+P9G8jJAJQiCDDAFrvyGM/K3Z9+6NJoMBjJdZCzqmIKYf5IdynuxtLS8GG24VURRpOFMCUWfxVJ/vAizvi6oQsoofOUJ8p+fg9jUhNPH71I9zwKdrJGw0GUolS7XNmzkb4MgCDi+/G9sn3wSccFxrIp9CVeWUS0UU2Bmzay4D/BSKljpHAgKBbGb1l/VXkhICP369SM2NpbY2JYFj86+VrgF2XBmZw66Jj1yB1PM+7pSf6IIeXkjb4zuSHJhDT8ezrqNV2zEyN1FRvonGAwtHTmDQUNG+idsOlvI3pRSXhocgDQ6g3qJmtftF/Fuv3fp6dyzxRp9XT35s59HsLDgXNhUtI16oqZ0RKZo7nGwZ88ezMzM6NWrFwApRw6QFXeKjIdnkqbR8WmQB1Y3mwJSlQPxa6H742B25/pE9LI2p7eVGUtzStC20TUxxC6EgR4DWZ60nBptDTKFgmEzZlNbXsaBVT9xz8NBCILA3lUprSLTPXv2xMXFhW3bttHY2NjKdrivHWNCXVl4NAvdKG90FWpqdhThsWwZqs6dyZ87l8J33+X8oMEkdwjh/KDBVEdHt7Dh5DQGa+vepKX/F622vH1vzs1i6QpPbAHPPrB+Ghxc8JdpXV+PY+0GXP6NIe/C2DXniKKYD3wC5ACFQLUoipeLK866kDryvSAINm2dXBCEaYIgnBQE4WRpaes2nkbuHgoyq8k5VUqcysDnkwJR7X2HRNsRFFRpGDRoEHL5rUsY6crUlH2XQMWaFKRWCky71FKxdDaFL78IgOunn+AT/Qd5PruprU2gU8eFWFh0vIZVI39HBEHA8aUXsZ86FdX8XBR1Fjxip2Frh76o0rfzvmUF6Rod2aMfIWHvzit2NP1/Bg0ahJ+fH1u2bCEvr6XaR/cRXjRUazl3pLmdueVgTySmMqqiM4gKcWRgkAMLYlIpqm794jJi5J9GY2PhhUh1G8c0hbwdnUQXdytGl+nRlah53+kbnuz9FCN9W2Z8iqJI0Ruvo83OpvqJD8g9X0fEg/7YuTXnXmdmZpKZmUm/fv1QKBQ01tWx58dvUHfty+8ySya72DHI7hbSNw5/AQjQd9Y1p95unvVyIl/TxO/FbT+nZoQ2R61XJq0EwDWwA91HjiEuZgtVhan0ud+P3KQKUo4VtVgnkUgYPXo09fX17Nq1q03b/xnZAblE4J24HKyG+aCOL0N9tgaPb79F7ulB1cpV6AoKQBTRFRRQ+PobLZxrQRAIDnoHvb6etPSP2+mOtANKK5i8Djo9BDvfgq3//ku0rq/HsW5LbPjPbn+bcy44y2MBH8AVMBME4f+1bJYCfkAYzU73p22dXBTFb0RR7CGKYg8HB4fr2K6RO4Eoivyy7CwNgsh9DwcTcG4JuvoKdmm74uTkRJcuXW7Nvs5Aza4cihbGos2txcS7jrpNr1L89lwEqRS3hQvw3bgRq1GjSM/6lNLS7QQEvIqDw5B2ukIjdyOCIOAwdy4Oj03D+rNGzEUBmfwseit3hhx8lRF2lkQ7eFOpNOPM9k1XtSWRSHjwwQexsLBg7dq11NVdqrR3D7LByceSU9uz0esNSFQyLId6o82spjGxgrfHdEJnEHl3U9LtvmQjRu4YNbUJJCa+wOEjA644R623p7JBy387eqA+UcwvdtsJ6h7G4x0fbzW3ctUqarZsRfbUS8SeasK7iz2d+jfH7URRZM+ePVhYWNCjRw8ADqz+kZoGNdERo3BVynnL3/XmL6auBE79DKETwOom1UTakcG2FoSYKVmcU4KhjchqB7sODPIYdDFqDRAx4RGsnVzY/vUignrZ4exrxcFfz9NQ01KpyNXVlZ49e3LixAny8/Nb2Xa2UvLc4AB2JpdwwlGGMsSO6s2Z6Mr1iG1EucXGRkoWLGwxZmbmj6fnVAoLf6Oq6uSt3Ir2RWYCD3wLfZ+F49/Ar4/ddq3r63Gs84DLRYfdaZ3OcaU5Q4BMURRLRVFsAn4H+gKIolgsiqJebM52/5bmlBMjf1NW/5GCorwJOloyxrsBjn3FCbcnqKpTExUVheQW2sM2pldR/PkpamKykVmqUR//hLKFLyColLgt+hyfPzZgOXw4gkRCfv4acnK+xc1tMh7uj7ffBRq5axEEAYcX5uB833RsVkpwl6s53jUECs/wjuEsCALHR03mzPbNaBuv/kA1NTVlwoQJNDQ08Ouvv6K/UEwkCALdR3hTW97I+RPFAJj1dEbubEr1lgw8LJU8O8ifzfGF7Es1flkz8s9BFA2Ule0m9tQkTpwYS2nZLtzdHyXA/zUkkj9J0wlKlicO57luHij3ZJOsyiC3ay2v9HqlVUMwdXw8xR9+hEn/gRyvCkZpJmfQo8EX56Wnp5OTk0NkZCRyuZz8lGTO7tzGufHTyNaJLAz2xFwmvfkLO7oUdBqImHPzNtoRQRB41suJ8w0atpVVtzlnRtgMaptqWZHUnGstN1ESNf05qouLOPTrCgZODqZJo+fgr61bjQ8aNAhzc3Oio6MvPtcu54kIH/wczHh7UzKm9/khtTahYlUy+oq6VnMBdIWFrcZ8vJ9BaeJKSsobGAyt5QPvGBIJRL0Hwz+E5E2w/P7bqnV9Pd7OCSBAEAQfQRAUNBcf/rnVzkbg0QvqIOE0p3wU0pwCEi4IgqnQ/L9lMJAMcFkONsD9wF2g1WLkZojPrSItJg+1icBzU8Ng2yuoZTbsK7fDz88PPz+/m7Krr9NSsTaFsm/j0VfXok1ZQeX3zyFVCbgv/hKf9b9jGRWFcMFpr6g4RErqG9jZ9Scw4PXb3tnRyN2DIAg4zJ6Nc9g0TA9LqNefoszbH499bzLH04HT1s4k2boQv6vtNr+X4+LiwujRo8nOziYmJubiuHdnO+zczDm1LRvRICJIBazu9UNfqaH2YD5P3eOLr4MZb/yRQGPT3dFa14iRm0WvV5OXv4qjx4YRd/Yp1Ooc/P3n0S/iIIEBr+Lp+QTBwe+jNHEFBExMXPkj8xEK1fcwOrcatU7NH52PMH/Ah0glLR1gfVUV+bOfR+7gQFbvp6kqaWDIEyGozJsVm0RRZPfu3VhZWdGtWzf0uiZivvmC8uBQtlk48YSbPf1sLG7+4tRVcGIZhIwFe/9rz/+LGO1gjZdSwaLskjZVPIJtgxnsOZjlScup1jQ73x4hnQkbNopTWzeirsmmxwhvzp8oJiu+pXyfUqlkxIgRFBUVcaKN9uUKmYS3x3Qiu7yB707kYPevDujrm1D1nUlbSQkyl9Z1S1KpKYGBr1NXn0Je3s83eRduI+Ez4KHvIT8Wvh8OVa2VVNqDazrWoijqgFnAdpqd4rWiKCYKgjBdEITpF6ZtATKANJqjzzMvrD0G/AacAuIvnO+bC2s+FgQhXhCEs8BA4O74tdHIDVHVoOWTr09hp5cweEIgJlk7IH03B1yn0dioYejQoddtq/S7beTMiSb35f3kzt1O4ftHaDhdTFP+fmp+m40gq8T9q6V4r/sNi8GDWzjOdfXniU94BjNTfzp1/ByJ5CaLWYz8bREEAbc5L5JZE4y8QCDBqY7G2hymF2/C39SEfYMe4OjWaPRtdCL7M6GhofTu3ZujR49y9uzZi/a7j/CisqiB9NPNUWmlvzXKEDtq9+Qia9Dz7tjmF9PSvem39VqNGLldaLRlpGcs4NDhSFJSXkcqNaNjx4X07bMHL8+pyGSXHFoX57FERBxg8KA0Tjd+z8bUznzsokJRLLLCdzvvjPwAlaxlVFs0GCh4+RWaSktpevZDko+X0y3KE49g24tzUlNTKSgooH///shkMk5Gr6ewqIhtAx/CU6ngNb9bLEY/sQw0NRD5wq3ZaWdkEoFnPB05U9vAoaq2I8UzQmdQ11TH8qTlF8ciH34MS3sHtn/1OV0GOmPrasa+VSloG1s+60JCQvD392f37t1UV7eOivcLsGdkZ2cW702jxFSC9Rg/pFb+KHtPxyxqPuZjv8Ysaj4y917YTXuqzf3Z2w/Fzm4gGZkLadQUtTnnjtLpAXhkPdQWNWtdF7V/TPe6vs+LorhFFMVAURT9RFF8/8LYV6IofnXh76Iois9cON5ZFMWTl619UxTFYFEUO4mi+IgoipoL449cmNtFFMUxFyLcRv5G6A0iz688TcdyEQt3M8J62MC2eVTaduVYroawsDCcnZ2vy1bpOHgAhwAAIABJREFUd9toTJYjMbFGEAQEuSmiARrj1yFo4/H4ejHea3/BYsCAVpFojbaMuLipSCRKQkOXtXjwG/nfw2v2Kxw7Lccg6jjl7Yh074fM97alTGXBLs8OpBy5dlcxgKioKLy8vNi4cSNFRc0vCL9ujlg7mRK7LetiRMl6pA+i3kD19iwi/O0ZE+rK0n3pZJbV37ZrNGKkvamrSyUp+RUOHYokK2sxVlbd6dZ1NT17rMfZaTQSSevi8w2n84n4cDc+r2zm05hUJjjIcD+nI8b+GE+Pn4Ot0rbVmvJl31G3bx/mz8/j0AE1jl4W9Brte/G4wWBg9+7d2NjYEBoaSlVRIUfXrSFu7GMUigKfd/DETHoLKSDahuY0EP+h4BJ683ZuE+OdbXFUyFiUXdzm8SDbIIZ6DWVF8oqLUWuFypSh056lsjCfY+vXMHByMHVVGo5uyGixVhAERo4cicFgYNu2bW3af21UCAIC721Kbk5387JA7hKGxNQOQRCQmNqhDHuE2l3JGLStu84KgkBQ4BuIoo7z59+/xbtxm/DuB09uA0ECP4yAjH3tat7YedHITbNwZyraxCrMRIGoScEIRxZDVTa7rcYjCAIDBw68blvqhCYEWcvGLYIgQeE/GK81qzGPjGwztUOvb+Ts2afRassI7fINSuUtFLMY+UfQ26U328JdKDvnitpVx1m9SL/4r7nPwYrj3fqzbeeONj+z/hmpVMq4ceNQqVSsWbOGhoYGJBKBbsM8KcutIzuhWVZKZq/CPMKNhlPFaPNqee3eDphIJbzxR8J1nceIkTuFKIqUVxzkzJknOHZ8BMXF0bi6jqNPeAyhXb7GxqbXFVPqNpzOZ97v8eRXqREBO3Q8Ug5ZJgX0mBSFh6VHqzX1x45TunAhFiNGcLIqEINeZOiUjkhll1yR5ORkiouLGTBgABKJhJ3fLSHb3Y+9Dl5Mc3cg3Nq8ld0b4vRyaCi766LV/49SKmGauwP7K+s4U9PQ5pynuzxNfVM9PyddSrfw7tKVzoOiOBm9HgzFdBngTvy+PArTW0ambW1t6d+/P8nJyaSmpray7WqtYtYgf7YlFnHgfBmGKi1/TgURZCYIqq4Uvvpam884lcoTb6+ZlJRsobz8+gIZfzlOITAlprlwdcWDEP9bu5k2OtZGboqYpGK+35lGnyY5ft0ccLarhQOfUuD9EPGZJYSHh2Nldf2dsARF23OFCxHsthBFA0nJL1FTE0fHjp9haXlryiNG/hnIJDJG+Y5ivkMdVhUhVPSRkLruJ950lKKQSvjNJ4zMM6euy5a5uTnjx4+npqaGdevWYTAYCOztjLmtCbFbsy++VCwHeSAxk1MVnYGDuQkvDgviwPkyNscbP8QZufswGDQUFP7G8eOjOHPmMWrrkvH1fYF+EQcJDnoHU1Ofa9r47/YUmlQnMfP7EMugebxlWopSlPKpeRWdXVs/i3WlpeTPnYvCy4uC/tMpOF/NPQ8HYu1oetm+DOzZswd7e3s6d+7MuUP7SE1OYmfUBPxUJrzie4spIDotHFrUrG3s1ffWbN1GHnOzx1Im4Yucq0etVyavvBi1Buj/yBTMbGzYtnQhPUZ6YG5jwp7lyeibWmpj9+nTBwcHBzZv3oy2jajz1EgffOzNeGtjIvpqTZt7kJjaUhMdTdmXi9s87uX1FCqVNympb6LXt23jjmPlBk9sBY/esG7KBfnFW8foWBu5YTJK63jhlzOMlpohQyD8Pj/Y0fyb6w5dT0xNTenXr9912RJFkaro81d2nrVtV0cDZGR8RknJFvz9X8bRYdhNXYuRfyaj/UajM+g433EcSrUtBSNAM+9fvOTlRIZXEN8fPnLdtjw8PBg5ciTp6ens2bMHqVRC16FeFGVUU3C+CgCJUoZVlDfa7BrUZ8uYHO5FJzdL3olOorax6XZdphEjN0RTUyWZWYs5dLg/yckvA9Chw0dE9N2Hj/czyOVttpNokxLDYYabZvNz9lw2p3xJ14YgdlmcIKGptSqOqNORP/dFDHV1yF7+iJM78gno6URQ75apggkJCZSVlTFgwAA0DfXs/XkZx4ZPpEyQsaiDJyrpLbos8b9CTR5Ezr01O7cZC5mUJ9wc2FJazfn6trXxZ4TOoKGpgZ8Sf7o4ZmJqxtCnZlGel8OpresYMCmYyqIGYrdltVgrk8kYNWoU1dXV7NvXOg3CRCblzdEhZJTV06BsO+1Gaq3E6v77KVu8mKoNG1odl0hMCAp6G7U6m5ycb9qwcJegsoZHfoeO98OO12DbPGijSc+NYHSsjdwQ9Rod01fEYm8Q8Kgy0OkeN6zrYyFxPedDniMrr4j+/fujVCqvaUvUG6hYmUDdoSJ0JUmIupa/1Yo6LapObTeVKSj4jazspbi6TsTTY2q7XJuRfw6BNoEE2wazMX0rXQeuBaWEnPBCRix4C2+9hrUenchMTbluez169KBbt24cOHCA5ORkQiJcUFkqiN2adXGOaQ8n5C5mVG/NRKI38N59nSmt07AgprX0lREjfyUNDZmcS3mTg4f6kZHxGebmwYSF/USvXptxdXkIicTkhm2OUBXzfPEEnHR2CBdSBQbX9mSEqnWUtfSLL2k4fhzb/7zJvphazG1M6D8pqEVARa/Xs3fvXpycnAgJCeHAyh9ItHbimFsAMz0d6W5ldvM3AJobgxxcAM6dwf/u728w1d0eE4nA4pySNo8H2AQQ5R3FyuSVVDVWXRz37daTkMiBHN/wKyrzagJ7ORG7LZvygpbFkN7e3oSFhXHkyBGKi1v/zAYEORIV4sTnTfUg+5OrKJNgOcwbl7ffwrR3bwpff4P648db2bCz7Yej40iyspeiVufcxF34i5CZwIPfQ/hMOLoE1j0Jp1fCgk50d5F0v1FzRsfayHUjiiL/XneWtJI6nrCwQWEipcdwD9j6MnpLL2KKrLC1taV792v/OzRo9JR+cxp1QhWalGhsxvug7KDDoKlCFEUMmiqUHZpwmDK81dqKyiOcS3kVW5t+BAW+ZZTVM9Imo31Hk1CeQJFWpEPQ2zT5iRSZ7+WVQzupsbDmnVM3Vg0+cuRI3NzcWL9+PZXVFYQN9iA3uZLirOZmDYJEwHq0L/oqDbX78wnzsGZSL09+PJxJYsGVv7wYMXI7EEWRyqoTxJ19miNHh1JQsBYnp9H07rWFrmE/Ymfb75aenY+VD0YptnTIlaIJj5UPbjFWu3cv5V9/jdVDD3GmNoC6Sg1RUzpiomqp3BQXF0dFRQUDBw6kICWJEwf3sytqAkFmSl7yub4i+KuSHA3l56HfC/A3eGc4KORMcrFjXXEl+Y2t0zUApneZjlqn5qekn1qMD3h8GkpzC7YtXUifB3xQqGTsWX4Og6FlPvTQoUMxMTFh06ZNGNqI0r5+bwg7BR1/uMiQWl/6WcudVJh1dURQKHBf9DkKDw/ynn0OTUZmKxsBAa8iCDJSUt++u2tOJBIYPh+i3ofE9bBxFlTfnByf0bE2ct18dzCTzWcLeTHMm9qMWrqP8EZ1bjmUJBIX+DylpWUMGTIEmezqUnf6Oi0lX5xAk1WHJukXnF95CKvhUThMGY7ngtF4fHQPngtGt+lU19enEx8/E1NTHzp3/rLNSnUjRgBG+o5EKkiJzojG2WsSbnSgfqgBr/ifiUhLYLu9F7HZ1x9FkclkjB8/HplMxi+//EJAuD0mprIWUWsTX2tUneyo3ZuLvlrDv4cFY6qQct/iQ/i8spmID3ez4XTrzmdGjLQXBoOOouJoTpy8n1OnJlJdHYu39zNE9N1PSIcPMTcPuuVznCqOw0HXWvEDwPGy8ab8fApefgWTDh2ojnqK8yeK6XWvN86+LWtqdDod+/btw9XVFX8/X2K+XcyBwQ9SI1WwqIMnJrfQYAwAUYSDn4GtX7N29d+EGZ6OGBD5OrftplP+Nv4M8x7GquRVVDZeaoWuMrdgyNSZlGZlkLA7mn7jAijOrCFhX16L9WZmZkRFRZGbm8uZM2da2fewNWXmAH/+m1vGaF01kdSwUqmnKb+ehgs62VIrKzy+/gpBKiX36afRVbRsvKI0ccbX53nKy/dSVhbT6hx3HX1ngcoOxJtPBzE61kauiyPp5czfeo4RHZ2wT6vH3NaELr1NYc97aL0GsvtcBe7u7nTo0OGqdnTlaooXHqepuB5t8grcPp6FWe/ra7qp1ZYTFzcVQZAT2sUoq2fk6tir7Onr2pfo9GgMooGAPj9h0QDVU/XMWPclcl0T/05Iv6EoipWVFePHj6e8vJzNW6PpPMCNzLgyyvMvfWa1GumLKIpUb8tiT0oJGp2BJr2ICORXqZn3e7zRuTbS7uh0tWTnLOPIkYEkJj6PXl9HUNC7RPQ9gJ/vHExMHG75HKIosjJ5JU9sexy1pO3c3ybz5v9PolZL3pwXQK/H4o2PObAuE9cAa7oN92615vTp01RXVzNw4EBObvyd4zIzznh14DkvJ0ItTFvNv2HSd0FhHPR7HiS3INX3F+OhVHC/ow3LC8op17atvz899ELUOrFl1DqgV18C+0RydN1qbF0a8exox5ENGdRWtPy5hYWF4eXlRUxMDPX1rSVCXa2VCEBZnRYR+KaxnlRBT/G6VAwNzfUjCg8PPJYsRldSQt7MZzBoWqZ1urs/irl5MCmp76DXt610clehvrWujEbH2sg1KaxWM2vVKbztTJnh60Jpbh3hY/2QHXgPNHUccZpMXV0dUVFRV/20qM2rpfjzE+gratGmrcRj8Rsog4Ovaw96vYaz8dPRaIsJ7fINKpV7e12ekX8wY/zGUNxQzImiE0hVdnRymA4SPWYz9YzZG02iqQ1r028s98/b25uoqCjOnTtHvVkuchMpsduyLx6X2Sqx6OdOw+kS1m9OpUnf0nFXN+n57/brz+82YuRqqNX5pJ5/n4OH+pGWNh+lyoMuXb4hvPcO3N0mIZWqrm3kOqjV1jJ331w+PP4hvUqGY2ZQIQot/20bZCJOo5qDK8Uf/5fGs2dxfO999m6rRCIVGPJECBJJy3dEU1MT+/fvx8PDAzszFXu2bGTXkHF0Mlcxx9upXfbOgc/A0g26TGwfe38hs7wcURsMfJffdtTaz9qP4d7DWXVuFRWNLR3CwU9OR6EyZcdXnxM5obkD8t6VKS2CCYIgMGrUKDQaDTt2tO5Mu3DneS7/KeuBD0Q1QqOOqk2XdLJVYWG4fvQR6jNnKJw3D/Gy1BKJREZQ4NtoNIVkZn55E3fhL8bq1vwLo2Nt5KpodHqmrziFRmdgycRunN6chYOnBYHuhRD7E3Vdn+bQmVQ6dOiAp6fnFe00plZSsuQ0+qoKdAXr8Fr2XxQerXVO20IURZLPvUx19SlCQj7FyiqsvS7PyD+cAR4DMJebszF9IwCmPZ6nQ6E5DeYVTO6RhlNJPm+m5FDboL4hu+Hh4XTu3Jn9B/bi3FUg7WQxVSWXIjEWA92RWMh5uO3maRRU3dj5jBj5M9U1ccQnPMuRowPJy/sJe/tB9Oyxge7dVuFgPxhBaL/Xe1J5EuOjx7M7ZzdhDY/yUvkIBFczbB4MvJh7K7U2we7BYMy6OlKzZQuVK1Zg+9hjnFP7UpJdy8DJwVjYti5qj42Npba2loEDB7Lru6XERIxCrTDh8w6eKG41BQQg5yhkH4K+z8KfeiX8HQg2UzHc3pLv88qo1+nbnDM9dDqNukZ+TPyxxbippRWDnniaovTznD+2g/CxvuQklnP+RMtiRUdHRyIiIoiLiyMzs2WedFvPqjQMrEBLw6kS1CmXnHnL4cNwfHEuNVu2Urrw8xZrrK174OIyjpzc76irv8sLuge/AfKb/4XU6FgbuSpvRycRl1vFJ+O6UJ9QSV2Fhr73+yFsexlM7dgr9kSn0zF48OAr2qiPLabs+3j0lXnQEIPnss+R2dld9x4yMz+nuDgaP9+XcHIc0R6XZeR/BKVMyTDvYcRkx9DQ1ABSOU4938M9X02dbSyPF2+lSmXG6z+vbbOL2JUQBIHRo0fj5OREUuFhDHINp7dfilpLTGRYDfOmEzKG0rrmwEIpu7sLeYzclYiinpLS7ZyMncDJkw9QUXEAD48n6dtnL506LsDSsnM7n09kzbk1TN4ymSZDE1M9P2Zadk9kCilOj3bEvIczLq/0wv3DSFxe6YVZV0c0GZkUvvY6qrAwtKOf5NSOHEL6ueLXzbGVfa1Wy4EDB/D29qYxL4uYBh1JPh15wduZjubtE2nnwGegsoVuj7aPvTvAs55OVOn0LC8ob/O4r7UvI3xGsObcmlZR66C+9+DfM5zDv6zAPUjAyceSA2vPo65r+byLjIzE2tqaTZs2odNdSjtxtW775xBjJUHmaErV72kYLmudbjtlCtbjxlH+zTdU/day6Yq/30tIpWakpLx5dz//uoyH0YvA6vqCf3/G6FgbuSJrT+Sy6lgOMwb4McDbntht2Xh1ssNdGwO5xyjtPY/YM/F0794de3v7VutFUaRmbw6Vv6aiKz2HVBWHx5IFSM2vXzapsHA9mVlf4OoyHi+vp9vz8oz8jzDabzRqnZpdObuaBzqMIUDTAYsGgbDO++madpy1/p3Y99pbN+RcKxQKJkyYAAI0uqSQfDS/Rf6iaTcn6m0UzEDJ5XE6qSBQ06hj7q9xaK4QgTJi5HL0+gZy85Zz5OhQ4uNnotEUERDwGhF9DxLg/8pt6Thbp63j3/v/zfvH3qe3S2++HbQCuxgFXkhxmRyCzLq1RJ9BrSZ/9mwEhQK79z9m5/JUbJxM6TcuoM1zHD9+nPr6eiLCe7P5l1XsGnA/oRYqnvVspxSQong4v71ZRk1xi3J9d5DuVmb0tTbnq9xSNFfQWH469Gk0eg0/JvzYYlwQBAZPmYlMoWDH14sY8K9AtGodB39tGTVWKBSMGjWK8vJyDh06dHH8pWFBqOQt89KVcglzhgdh81AA+hoN1ZfpZAuCgPMbr2MWEUHhW29Tf/jwZeeww9/vJaqqjlFcvPEm78ZfRJfxMCeB2EJD7I0uNTrWRtrkbF4Vr/2RQD9/e16MCuLElkyaGnX0udcFYt4A167sKjBDLpfTv3//VutFg0jVH+ep2ZZNU95xTHzKcftkPoLi+j/FVVYeJ/ncPGxs+hAU9I5RVs/ITdHVsStu5m5Ep0c3DwgCkiHv0DmhHInYxBSn1Zg0afjAvzO5zz7bqvDmatja2vLggw9Sp6mixiKV0zsuRa0FiYD3hGAckfAHFuzHgvWCBd/38uGFoYH8fiqfR5Ydp6L++p15I/9baDTFpKV/wsFD/UhNfQu53JZOnb6kT/guPD2eQCa7xfbeVyClIoWJmycSkx3D7G6zWTx4MUdX5xKpl9IU4YIqsHUjGVEUKXr7HTRpabh8/DH7t1fSWN/E0CkdkZu0LhjUaDQcOnQIf39/0vfuILr7ILQKJYs6eCGTtNOz/uACUFhAr79/r4PnvBwp0jaxrqiyzeO+Vhei1ilrKFe3jGyb29gy4LGnKEhJIid+L92Ge5F6rJjsxJbzAgICCAkJYf/+/ZSXNx+7r6sb8x/ojJu16mJj83sC7LmvqxsmnpaYR7hRf7QQTcYlLW1BLsdt4QJMfHzIe242mvOXnHhX1wlYWoZyPu0Dmppq2uHO3H0YHWsjraio1zJjxSkczE1Y9HBX6srVJOzLp0OEK3bnF0NdEdld53EuJYV+/fphbt7y4S7qDJSvSKD+aDHatBjMIy1xfvUVhBvIl2toyORs/AxUKk86d1pslNUzctNIBAlj/MZwtPAoxfUXcgu9I1B5RtEhtR4bizzGlq4lPqAD6xtF8mbdmHMdEBDAoEGDaFSWcDL2OA01lxxlXaUGBDBDQIKAgyjgf6qCKbZWLHq4K2fyqrh/ySHSSq6QjG3kf5La2mQSk17k0OH+ZGd/jY1NH7p3X0vPHr/h5DgCieTqkqY3iyiK/Jb6G5M2T6KhqYFlUcuY2nkqZw/n0ydPTY69At97/dpcW71uHdUbNmA/YwZZBh+yzpbR935/HDzaVm86evQoarWaEG8Pfs0tJtUnhJd9XQgyu3ZzseuiPL1Zj7jnFFBdf0fJu5X+NhZ0NlfxZU4J+iukUUzvMh2NXsMPCT+0OhZyzyB8wrpzYPVPBHRTYuNsyr6VKWgbW6qNDB8+HKlUypYtWy6ma9zX1Y1Drwwi88NRjOriwqG0csrrmp+RllFeSG2VVK47j0F76Quc1MKiWYZPpST36enoyprl+QRBQlDQO2i1FWRkftYu9+Zuw+hYG2mB3iDy3OrTlNZp+Gpyd2zNFBxZn4FEJqFXhABHFiN2mcSOMzlYWFgQHh7eYr2hUUfp/7F33tFVVdkf/7xe0yvpvUIIECA0aSK20EUHCyoq2Mex/SyjWEcdu46iAiqIKFJEBBGpQgKBUBIIJEAK6b2+3u7vj2Ag5gWpAprPWllvrXvPPbe8vHP32Wfv7/5kL6aDTZhyl+L5j974zLz7tLzNlVUrSU8fxoaNUezIHIvDYSW591xkMrc/PLabbk5FWkQaAgKri1af2HjlbHyrWwmyRXNd0I+E6Ur57LZ7qN69p00yyuRcTswZQ4cOJTIsihZ1AZtWZrVvb/m5GH73DhSsDlp+LmZc7wC+uScVvdnGpI/SST9ad2432c1ljSA4qKvfzJ69t7Jz1/XU1v5MYOA/GJS6nqRe/8Pd7YwLwJ0RBquBp7Y9xQvbX6CfXz++S/uOFP8UjA1GZKuLqBFD73t6dxjLm1et4sio0RyKT6Dy2X8jj45CNHE66cuOEpLoSdJI5+oKRqORjIwMYqKj+fXHlWy8Yhz9XFTcG9I5DvusSX8XxLK2MJC/ACKRiAdD/Sg0mlld67zgVJhbGNeFX8e3+d9SZ6zrdPyVdz+AWCxm/bwPGTEthtZGE5k/FHZo5+rqyujRoykoKCA3N7fTOR65Mgaj1c7HmwsAEMsleEyOxlZvomX9sQ5tZQEBBH/0MbaGBkrvvQ+HsS0R0tWlJ0FBt1BWtoiW1jMr1HU50G1Yd9OBN9fls+1oHS9P6EmvIDeqCpsp2FNDnyuD0WQ8C1IlB0Nupby8nFGjRiE/KbTD3mym+oPdmI+1Ysr+Er9HJuA+efJpnbeyaiV5ec9gMlcAAoJgRxCsNDXvvUB32s3fiWDXYPr49uGHoz+cSJrxjYfkaUTv3I3cEcgM2fs0iiUsfuUt9BkZZ2Rci8VibrhpCiqZC7uPbKKmqm0Z1d7k3PP92/a+IR6suG8IPdxU3DZ/J19nXsJlf7u5INjtZsorvmVH5jVkZ8/AoC8gMvIJhgzeRmzM86jVoRf8Go40HuGm1TfxU9FPPJD8AHPGzMFL5YVgc3D402xkDrCmhaNxPeFNbl61isp/P4etoqKtAAtgKqvi5/d3IldJGT09AVEXIR3bt2/HbDbj6bDwXewA7HIF7yeEIjlf4X4tFbBvMfS9FVzOU7z2JcB1Pm5EqhR8eKy6y+S/e5LuweKwOPVau3r7MPzWGZTm5lB7LJNeVwSSs6mMqqKOhnr//v3p0aMHa9euxWjsqAoS5atlUt8gFuw4RmVz2z5lpDuaAf7otpZjKW3t0F7VqyeBb/4X04EDVDzxRLsMX2TEv5DLPcnPfw7hHIqxXIpcXoZ1xT54pyfkLLnYV/KXZO2BSj7eXMC0gSFMTQlGEATSlx5F7SonOewwHFmH7YonWJ++C19fX3r37t1+rLXGQPX7WdhqWjFlzyXglftwGTXytM9dWPAmDkfHH7AgWCgsePO83V83f2/SItMoaC7gUMOhExtHPI0YMf2agwnlGKMtG1msdKP+tf+i376d0nvvbfey/BFKpZJJEyYj4ODrhYux2WwdygCfjMTtxPZgTzVL7x3E0Chvnl6xn5d/PIjdcQlnzJ8OOUvaxurZ7t1jdhdYLPUUFr1PesZQ8vKeRiyWk5DwFoMHbyYsdOaftlK34sgKpq2eRou5hc/GfMbM3jMRH5fqK11+GK8mKz8HKxgy6IRCgsNiofr11xF+N/E8GngNTa1iRk+PR+3qPJ9Gr9ezY8cOoiLCWVJwjIKwOJ6NCiRSfZ5CQAAyPmyrnDf4ofPX5yWARCTi/hBfcnRGtjS2Om0T5hbG9RHXsyR/SSevNUCvUWMJ6dmbXxfNJ3GYK1p3BZsW5mG3naw7LSYtLQ29Xs/GjRs79fHw6GgEQeCDjUfbt7ldG47ERU7D0sMIto6GssuVV+L75BO0/rKemjffAkAqdSE66mlaWrKpqPj2rJ7HpcrlZVgjtNVuX/VQ90B9njlao+PRJdkkB7vzfFoCAIX7aqkqbGbAtcHIN/4feMeQJe5LY2MjY8aMQXw8Ztp8rIWaD3dja2jCnDuPkA+fR9237xmd32SuPKPt3XRzplwVehVysbxd0xoAt0AYOAvt/h/R6q5jquwL3EVGXgmMxu8/r2LYkUnprHtxGE6vWlh0zzAi3VNo0tfx46ofcR0bhkjmZJhViDtIVLkoZcybnsL0QaHM3VbEzIW70ZudV1q75MlZQvN7j3JkoZlD3/hzZKGZ5vce7R6zj6PXF3Ao7xnSM4ZRVPQerq696dPnKwb0/4Ee/hMQi/8crWWD1cAz257huYznSPJJYum4pQzocaIKrn5vNeI9tSyXWLnhhhj0O3ZQ+8GHHLttOof7D8Be1zHxrc6rJ2VBIwgu20hoYtdyqunp6VitVhrLS9gw6GoGaBXcFXTuVSFPXHg97P4cet0AHhfe2/9nM9nfA3+5jPeP1XTZZmbSTKwOK/MPzO+0TyQScdXMBxEcApsXfMwVN8XQUKHvkHgNEBAQwIABA9i1axfl5R0rxQZ7qvnHgBCW7CqlpL5tbBQrpbhPisZWbaBlU2mn83pOn47HtGk0zJ9P4zffAODnNw5394EcLfgvFotzKcHLkcvMsD6O1QgbXrzYV/GXQWe2MXNhFkqZhI9v6YtCKsFud7B9RQEePTTEi5ZBYxHGUS+zZWs6ERFqmvtbAAAgAElEQVQRREVFAWA8WE/tJ/uwN9ZgLVpE6Ny3UEQ7l1Y6FXJ5Z7k+AKWixzndWzfd/Iabwo0RwSNYU7gGq8N6YsfQR0DlTr+WIoy5Wm5yfMreVgOrBwwl4PXXMOzadUbG9ZUTBqPWBbMvex95jlLcJ0V3KKKhHuCPvc5E7Zwc7M0nQkWkEjEvjO/JC+MS2ZhXzQ1ztrcvtV5ONM+ZTeUONTaDFBBhM0ip3KGmec7si31pFw1BEGhoyGBf9l3syLyKqqoV+PtPJHXgzyT3nounx6A/VfWooKmAaaunsapgFbN6z+LTMZ/irToxBpsK66hfkk+lvobU7I9pHD2cktvvoO7jj3HodHjcdBMSDw+qfFNIT32RjcM/JKfnTBTGemKNO7s8b2trKzt37iTI14dFgXGIZHI+6BmB+Hze+85PwGpo+13/BVGIxcwK9iGjScfu5s4lyAFCXEPavda1hs4VG918/Rk2bTrF2XvQN2YTneLLrjXFNFR27G/kyJFotVq+/fZb3nnnHWbPns0777xDTk4OD4yMQioR8e76w+3tVXGeqJN9aN1UirWqY18ikQi/p59CM/wKql56Gd3WrYhEIuJiX8Ru13O04I3z8HQuDS5PwxqguexiX8FfAkEQeGxJNsX1Bj6c1pcebm1i8Lm/VtBcY2Tw1R6It70JsdexrVyM0WhkzJgxiEQidJmV1C/IxV5/DEfdKkI//x+ygDPXU7XZdE7jxcRiFRGRj53zPXbTzW+MixxHo7mR9PITOq2o3GHYYyhKNuEnvork6l3Ec4hXCsqxXX1tm3GdlUXpPTNx6J2/yE7GP8KN6IBklHYv1qxZQ6OPpUMRDc9J0XjfkYit0UTNR9lYqzv2OX1wGPNv709Jg4HxH6aTU9bUxZkuPQRBoDrDhmDv+GoR7GKqM2xnlBB6uXFy8nV6+jAqq1bicFiorFzBzl3j2LvvVlpasgkP/ydDBm8lPu4VNJqoP/06VxWs4h+r/0GjuZE5Y+Zwf/L90KqjdeMmql9/g6KpN1Pz9hYwNKPe9hY+Ggle028j+JM5xGTuIHz5Mvye+j8M058lL/ZmzEovEIlAJMaqcMV4wz+7PPe2bduw2+1sazVQHBzN7JhgQlXOw6XOCnMrZM6BuOvBN+789XuJcWuAF+5SCR+UVHfZZmbSTGwOm1OvNUDyVdcRGJfI5gWf0ecqb2QKCZu/ykM4KQxNqVSSkJBAS0sLzc1tcdjNzc2sWrWKquLDTB8Uxop95RypPhGW4pYWiVglbQsJsXd8r4ukUgLfehtFdDTl/3wEU34+Gk0UISF3UVm5lKamLP4KXL6GtUu3J/N8MGdLIWtzq3jqmjgGRbYt35mNNnatLiIw1p3Q0jfAYaNp8FPs2LGDpKQk/P39af6lmKYVR7FVHUDEdkLmfYTU48wljQRBID//OazWBkJD70epCABEKBUBxMW9Qg//8ef5jrv5OzM4cDCeSs+O4SAA/e8Ct2D62TdTujGE222f02qz8XJBKW5paQS88QaGPXsomXl6xnXKteFo6mJQytQsXLiQt99+u4O3Rxntgc/MJASHQM3HOR00YAFGxPqy7N7ByCRipn6ynbUHLt2QKGtFBU3LllH+2OMcGTQQu6mzZjGA3SQhv18KhWnjqHjy/2hYsABDVhZ23R8/z0ud3ydfm8wVHDr0BL9uHcjBQ4/hcFiIi3uVIYO3ERH+IHL56VeePV+YbCaez3iep7c9TYo8mq/UDxAxfxOFEyZyOHUQZffdR+NXi5D2uBo03rxvroKlywj/9ht8H3sM7fDhSFxOSOdll7jhkHQMW3GIZWSXOI8Nb25uJisrC6mLCxt6DyNVJeW2QOcrlWdN1nwwNcOwf53ffi8xNFIJdwZ5s7auhTy981WtYNdg0iLT+O7wd0691iKxmLGzHsJusbLtm08ZMjmKyoJmcrd2DPvIz8/vdKzVamXDhg3MGh6JRi7l7V9OeK0lGhnu4yOxlunQbSvvdKxEqyF4zseINRpKZ87CWl1DeFjbuz8//zkcjss0BO4kLowY5p+BwwbN5W0xkt2cFduO1PHfn/O4PqkHM4aGt2/fs/YYJp2VwYOMiNZ+B1c8zqY9bUkKo0aMonHZEQxZ1ViPpSMPaSbg5fcQyc5OZ7qychlV1SuJCH+E8PAHiIr8aw+I3VxcZGIZ14Zfy7f539JsbsZNcdwIkClh1LNoV8wkOvxOyjbu5+oxP7K4ajw3B+hJuf46RGIR5Y8/Qck9Mwn+5JNTVhANivWgR5gXZa1+6KVHMR/Xxf7N2wOQlJSE7329qfv8ALXzDuB5YyzqpBOxprH+Lnx//xDuWZjFrK/28MTVsdw7PPKiF0qyNTZiyNyJfsd29Nu3Yz3WpmQicVGg8WxEZ1RT5BdCTu8kDGo1aoOBpOwcIuor8Zh+F6bcg+gzMmheubKtQ5EIeWgoysRElAkJKBMTUMbHI3G7PGQ2BUGgoOC/TpKvbQiCmd695+HleQUi0cXzYxUezWLBoifxzKtkfo072vI96NiDSKlE1ScZ7wcfQJ2Sgq3Zh9YNZbyHCY+0ISRGdu3A0jU4V7zpavvWrVtxOBz84BeBRCrlw+SY8xsCYjXB9v9BxAgIvLDShJcCdwX58HFJLf8rqeGDeOex5Pck3cOqglXMOzCP/xvwf532e/QIZMiNt7Dlq/nEDhpGcLwHGSsKCEvyRuvRlkz6m6f69zQ3N+OhkTNjaDjvbTjCgfJmega2/WZVvbxRJnjR/MsxlAmeyHzUHY6V+fsTPOdjim+5ldJ7ZxG2cCExMf8mZ/+9lJUtICTkznN5NBedy8qwtghRVFpexzWxFk3Ji/D5NTD9B/AIu9iXdtlR1mjgwcV7iPLV8vrkpPaXdWuDieyNpcT098V33yxwDaIyehrZ8xYwOHUQ1pWlmPObMOevRjvYG9/HXj3rF71Od5j8w8/j4TGYsLB7z+ftddNNl6RFpvHVoa/4ufhnpsZOPbGj11TI+JCUxi0cKAxgqrGUDFU9j+Za2JDaH9drrwWRiPLHHqf07rsJ/uxTJFrnle9EIhH9rgnj4JJfOu2zWq389NNPJ343w2W0/lpN4TdbUB/2RRXv1b5PJBLxwhXufJHRzOJ1OygpPMqtg8KQScTt+8/k82yOESwWzIfyMOVkY8zOwVJYCIKARKlA2bMX6uvHoGpZh9xyGFGvKeTVR7OrrBy7pM1zbdBo2DWgP+6Nm4m5Og4ealNqsNbUYD50CGNuLqaDBzHs3UPL6hM647KgoDZDOyHhuNEdj9Trz/P0CoKA1dqIxVKL2VyDxVKD2VyL2VLTadvvjerfcDgseHuN+NOu+TcsZeUYdu3CkLWLuowtyCrruRFwqJW4pPREfVN/1CkpqBIT26vhmg430rjiADuUAhlyMb9cGdNl/8ZWCxKpCLutcwif1rNzaEdjYyN79uwh3yeA0oAw/hvVgyDleU7S3LcIdNUwee757fcSxVMm5dYAL+aX1/JEeA+CnTzPYJdgxkWO47v877gj8Q78NJ2lB/teN57DO9LZ9MWnTH7mbVa+28yWr/O59r42u8DNzc2pce3q6grAXcPC+XJ7MW+uy+eLO9qSX0UiER4Toqh6ezeNy47gc09SJ+lFZUICgW+/Rdl991P+2OMEfvA+Xl4jKSx6F1+/a1Eq/M/DU7o4iLrSQrwUSeoRJ6yZ/hkimRj3kVI0O6eCXAO3/QDef36s2uWKyWrnhjnbKa7T88ODQwn3PuF5W//FQY5m1TBt0jFcf30IYfJ8Fu7VU1lRyT9UwxFVWDDnfI3H1FS87rj9rK/BbjeyK2siFksDAwesRqE4j1nh3XRzCgRBYNIPk9DKtCy8dmHHnUfWw6LJfG+eQnmdHsud0bxumsxzIUrui2yL2WxZ+zPljz2GqmdPgud+1qVxLQgCL7zwwoW+ncsGN7GRRyQL4Y7VENDHaRtbYyOmgwdP/OUexFpyQttb6u9/wtg+7t2W+vqe0eTe4bBhtdYfN4zbDGSzpfa4kXyy0VyHIFg7HS+RaFEofJDLfVHIfZArfKmsXIrN1rk8s1IRwJAhW0/72s4GQRCwFBdjyMo6bkxnYatoCx2yaORkB1hpTghi4g3PEJg8BJG0sz/N1mii5oO9NIlhkq6BD29L4coE5/rPtSWtrJmTg77JjEgkwnFSHK1ULmbkzXHEDOxoFH3//fdszT/Kt32uoL9axvIhyed35cVugw/6gsYH7lrfFvP9N6DcZCF1xyFuDfDi1RjnxXjKWstIW5HGDbE38PTAp522qS8rYeGTDxGZkkpwr2mkLz3KVXclEp3iR05ODqtWrcJq7fhb0Gg03HzzzQQEBDBnSwGv/ZTH0lmDSAnzbG+jz6qicekR3MdHoh3kPP+qYdEiql96GY/bbsXtkVvYkXk13t6j6dXzg7N8KucXkUi0WxCElDM55rLyWP+GYHXQslOE5vbVsGA8fHEt3LayreBDN6dEEASeW3mA/eXNfHZbSgejura0lfzMKvqM8MV11+0QOpQCZRKFhYsYJItDVG7EtGc+vg9PxS0t7Zyu4/DhF9Hrj9In+ctuo7qbPxWRSERaZBrv7H6HkpYSQlxDTuyMGg3hV9C/YAcFLeEMb47hJ2Uub5ZEMjFARw+VFterx4JYRPm/HqV0xl1txrVL57LNIpEItUqLwdi5XLmLiwvTp09vT9oVBAHBIdD6aymGvbUoot1xvSoUJKL2/QBb8mt4b8MRfF0UPHNtPAHuyg77T3aU/H7bqT6tlZWYDh7CmJ+HOf9we5KhNDgYZWwMithY5JGRiOTytuNsZoR9i6DoVwTPKBhwD4K6zZu8fPlyp8+92aECFy/4+kaY8YtTKTSphwfaIUPQDhnSvs3e0oLpUF4Hg1u3aVN7URKJtzfKhHjkibFI4gMQhXvhcBPaDGRLDRbz7z4t9UDnghQymQdyuQ8KuS9qjwgUcl/kCp/jn21GtELhi0Si7nSsi0tP8vKe6eC5vlDJ14LDgfno0Q6GtL22Ta9Y4uWFun9/zNMm8rZjHVvlRdze6y4e7PMgMrHzcD3B6qB+0SHsNgcPOloZnujXpVGdn1nFpq/yUGllTHkyhaYqA9tXFqBrMKP1VDBofGQno7quro692dlsTByIXCzio/6J5z+cKXc5NB2Dq1/72xjVAIFKOZP9PPi6sp5HwvzwkXf+joNcghgfNZ6lh5cyo+cMp15rr6AQBk2ZxrZvFhCTOhTfUBe2fnuY4DhPkpKSANiwYQPNzc24ubmRlJTEvn37mDt3LqNGjeK21FTmbSvivz/n8809qe3fr7qfH4bsWpp/KkYZ54nUo7NWuefNN2MtKaHhywXIg0MIG3ofhUXvUF8/FS+vYef5if05XJYe698Iem0Y1ObDl+PAYYVbv4ceSRfxCi99vs4s4ekV+3lwVBSPXhXbvl0QBH54bx91pTpuGfYjiuxPcdz9Kx8v3YKpQc9kXW8se+YR8MLDaIcNPadrqKpaSe7BfxEWeh+RkY+e6y11080ZU62v5qplV3FP0j1tqggnU7EXPh3B4oZr0Dk0JD95KxOPaBipKmfhoAntzVrXr6fsn4+gTEggZO5nSI4vjZ5MdnYO3y//HkF0wpCTiKWMnzCu/YX1e1q3ltG8ugh5mCvetyUgVnd8We4+1sA9C3Zjcwh8fEtfBkeeeQKYtaoK/fYdGHZsR5+xHVttW3KTLDgYTWoqmsGDUA8ciNTTs/PB1bnw3R1Qd7hN0mzk0yA5cY3vvPMOcvlewsL3oVDoMZs1FBcl09gYw2PTx6FcdD1o/WHGz6D644Rnm03fHnJhsbR5l826cgx1BZhby7DY6rBK9DhU9s4HCyJkuCBX+KLUBqJQ+B03lv1OeJ0VvsjlXojF56ZOUVm1ksKCNzGZK1EqehAR+dh5Sb4W7HbM+fntRrRhVxb2prZkV6mfH+r+/Y//pSAPD2fdsXU8n/E8EpGEV4e+yvDg4afsv3H5EfQ7q/gqQMrCumbWPzq8XR3qNxzH5Vf3rS8lINqdsXf37LIAzO9ZtnQpi5qMZET24q1Qb26OcO5ZPWscDvh4cJtBPSsdxJevJsPZcNRgYlhmHg+H+vF/Ec5j4st15Vy//HqmxEzhmdRnnLax22x8/eyj6BrqSXv0DVa9l0/MQD9GT09w2t5gMLBq1SoOHTpEeHg4tuAUXlpXzMIZAxgWfcJZZmswUf3ubuRhbnjf4XxSJdjtlD34ELrNmwn48B1yVa8DAgMH/IREch5VY86Cs/FYX9aGtXZIAC4jgpFYSts81+YWuGUFBP31ExfOhr0ljUz9ZDuDI72Zf3t/JCfFPB3LrefHD7IZerWG3tlXQ/+72CmZwJrtvzDCEE5g1gqC3n0RVRfGwOliMBSxc9d4tNp4+vZZhFh8WS6adPMXYOYvMznWcow1k9a0V5prZ+mdHN2ZwcpjUVz30ON8rqzny5YIPgupJC3ymvZmrRs2tBnXcXGEzJvbybg+nFnFj99uRqcuwiExI7YrcDFFcN0Nwzt59k7GkF1Lw5J8pF5KvO/o2cnTU9pg4M4vdlFUp+fVib2Y2j+4i57asDc3o9+5E8P2Hei3b8dSVASAxMMDzaBU1KmpaAYNQh58in4Eoa3wxtqnQOEKkz6FyM7VVXfu/ICm5g+QSE4Yuna7hCOHU3E4+nPjsGh8Vt2KLTQF8/j/YrE3n4hXbg/DOPFpt3dWDRGJZO1hGL99yiWeiBscUNaK40gt9gOl2LILwdKmMiDWaFDGx7clRx4PJZGHhzsNjbiYCFZrW8z5rl0YdmVh2LMHR2ubnJksOBh1Skq7IS0LCmo3VCx2C29mvcnivMUk+STx5hVv0kN7avUs/a4qGpcdoSrRnSm5JTyflsAdQ8I7tDHprPw89wBleY30GhHEkBuikEhOz3itqanhlc8XsLTfCAaI7SwfOeD8e6vzVsM302DSZ5A09Y/b/wWZcaCIrY2t7B6UiIvUuSrP7IzZ/FDwA2smrcFf43zsqSkuZNHTjxA7aBiewRPZvfYY4x5OJjjeyQSbNofc3r17+emnn5BIJGTaI3C4BfD9/UM6fM+6jAqafijA44YYNP2cr4Y4DAaO3Xob5sJC3Ob9i4NNzxMR/k/Cwx88w6dxfvn7GNZSMbIgLdaSFkQSMdrBAWiTQbJkQlvVpZu/g9BBF/tyLylqW82kfbANmVTEqgeG4q4+4W1wOAS+fXknNquDaaEvI6k/SPPwdXzy01LUNhFjd2cS8tHbKCLCT3GGP8ZuN5O1ewpmcyUD+q9CqeyWTOzm4vFj4Y88tfUpvrj6C/r5/W4y3lCI8MEAPi8bhswzhIkvvcGQjO3IhFbWp8Th7nKiCFLrxk2UPfwwytjYNuP6JDWLL59Od6qSoHaVM/nJfqhc5Mjkzl+E5sIm6hYcQiQT431HIvKAjrHcLSYr9y/aw9YjdcwcHsGTY+MQH58sO8xmjHv2oD9uSJtyc8HhQKRSoe6fgiZ1EJrBg1DExCA6HQ+fsQl+eBAO/QCRo2HiHND6Om2anj7suOxcR0QiBa2t7shkehRyI4g6e5glEnV7OMbvwzBODseQSt1Py0ATLBbMBQXt8dqmgwcx5eW1l+IWKZUo4+JOqJEkJKA4HvLyZ+GwWDDl5LR5o3fuwrBvH8LxYkTy8PB2I1qdkoKsh/Mxs7S1lMe3PE5ufS63JdzGP/v+E5nk1EpNlrJWauZkIwlxZUJNDb5uSr6/f0gHh0tdmY6f5uSgazIz/B+xJAw5szoFXy1axBvaHuhUGrZfkYyf8jx7HwUB5o4GfR08uAckl9Yk6c9iX4uBq3cf5tmIHjwQ6txwrdBVcN2K65gcPZlnU5/tsq+M7xaxfeli0v71DLvWiHDYHdz03MAuxymA+vp6li1bRkVFBYdt3txyw3iu7X1iki44BGo/zcFabcD/X/2QuDj/fVlraii+8Saw2TC+HUu9Pp3UgWtRqUKctv8z+FsY1j8/vADXsWFo+vhirTPSuv4YhuxaRHIJ2hRXXApnIdYVwD8Wt8nudIPN7uCWeZnsLWli+X2DSQzoKGN1ML2CTQvzGDu2lajs22iN/ZwtB/RkyQoYe6SYlLffQObn/CV6JuTnz6asfCG9k+bi7d3Z09VNN38mBquBkUtGck34NcwePLtzgzVPsH/dD6yrjGLKMy9zwMeDGXmN3C5bzSuDHukQa9u6aRPlDz2MIjqakPnzkLi7A/C/WRv/8DqkCgkqraztz0WOSitD6SJH5SJD4xBQ76xEZHWgHh+JtmdbIYffjEqb3cHsVbl8vb2Ymz2M3OfWgGVnJsY9exHMZpBIUPXu3R7eoUpKOnOjsXQnLJ0BrRUw+jkY9KDT5XZBcNDcspfdu7v2Grq49KeiwkBzk0CQVktC1QaUcVOQpz523GB2ngh6PhFsNixFRR0SJE2HDrXrk4tkMhQxMSfUSBITUMTEIFacH6PQYTRi3LevzRu9axfG7GwEiwUARUxMB0Na6v3HYT4bjm3g3+n/BuCloS8xOmT0Hx5j11up+WAvAPMiFczfU8bK+4fSK+jEu+Ho7ho2fHkQhUrK1bN64R9+ZvKHlZWVzFqzkcyIRN7013JL/AUQGCjcAgvGwfXvQMrlLdF2rkzdd5Q8vYmdqQkou1hReHH7i3x/9PtTeq3tNitfPfUIptYWxt73Kqs/OkzylcEMmXLqisp2u50NGzeSnp6OSazigTtvITjohByytdZA9Xt7UMV64nWr8/ASAFP+YY5Nm4Yo1o+Ke0pw9xhA76S5F01m9C9vWKekpAhZWZ0r81ir9bSsL8G4vw6RUoyLYg1a60LEN82FmKsuwpVeWryy+iCfbS3i7am9mdS3Y3yb1Wznq+e24+IhZ5LkdlqsN1PbksoS+Vb8DXpuf+7fTmNHz5Tqmp84cOABQkLuIjrqqXPur5tuzgfPbnuWDSUb2DR1E0rp7xJr9HXY3unD3MPJeMcmM+WZl7hpdxbbm60s8P2Z4T1nd2iu27KFsgceRB4VRcj8eUg9PLr0WCu1MgZNiMSos2BstWLUWTC1WjG0WjDprBhbrdhtbXHZShGkaqW4iGGfwU4lIpQuMpQyAZmlFUlTNUJFMQpjA3KLDqW3Cx49o3Dv1xOPQX1Rerme3UvJ4YD0d2Hjy231AqZ8DkEpv2tiobFxB7W166itW4/F0rkQRfs9H1fIsNlsrFmzhj179hDlamVyy2eorn8dUu4482s8TwgOB9aSknbpv7a/Qzh+kxmTSFBERXVQI1HGxSFWn5hcNa9aRc0772KrrETaowe+j/wTt7Q07Dodxr1727zRWVkYDxwAqxXEYpTx8W2hHQP6o+7Xr31CdjpY7Vbe3v02Xx36ikSvRN4c/iZBLn8cvyw4BOq+yMVc0ETDhHDGL9/HHYPDeS6tzdhxOAQyfyhkz9pj+Ee4cvXMXmjcznxS8er8L/kwtCf9La18f/XwC2MYfTkOavPg4Zw2Lfq/MdsaW5myr4A3YoK6LLxTqavk2hXXMilqEv8e9O8u+6ouPMqiZ/5F4vDRKFzGkru1ArWrHEOLpcsk1d9YtCGLvb+uQyu2MnrUKIYMGYL4+ES8ZXMpLWuL8bw5DnWvrkULdFu3UTprFpY7gqjre4SkXh/j43NxbLm/rWH9G5YKHS2/HMN0qAGxWI+LZCmaqeMR9zo3BYvLmVXZFTy4eC/TB4XywvienfbvWl3EzlVFTByeg2J/C0bHSLYaNnDYQ+Dee+7BN/DcC/AYjSVk7kxDo4miX9/FiMV/3jJrN92cip2VO5mxbgZvXPEG14Rf07nBljfY+d2XbK0N55bX3sPkH8SwzAP0cWQyJ96PHj0md2iu27qVsvsfQB4RQcjn8yk8bGbTojxslhPJi11Jkp2MIAhYzfZ2o9tYb4L1RciarFRb6zhWUYzFJsUi02JVuWOVabHjfKlWIhWjcpGhPMkjrtLKUbrIULvIO253kSFXSRHpamDFPVC4GRInQtp7oGzzWNpsOuobfqW2dh11dZuw23VIJGq8PIfj43MVNruBw/kvInBiQiFCQXzCfzok82VlZbFmzRrcJEZusi7F7+aPIHrM6XxtfwqCIGAtr8B0MPeEZzs3F3tDQ1sDkQh5RATKhAQEQUC3bl275xkAiQRpjx7YKiraJilSKaqePdu80f37o+rTx6mazOlQoavgsS2Psb9uP9PipvFoyqPIJac3rjavK6Z1YykuEyK5ccdRmo1WfvnXcLQKKWaDlXXzDlKSW0/C0ACuuDEGiezMkwGPFhUyYX8JBrmC7cN646fprKRyzpTthrmjYMxLMOSh89//ZYYgCFyz+wiNVhvpA+ORip1PZF7a/hLLjy5nzcQ1p4zB3/r1F+xcuZSUcQ9zYGvHseVUY5jDIZD27kZC9Xn42msJCwtj4sSJuLm5IdgFaj7ah73ZjN8j/ZBoug5Xavx2CZUvPEfDa1rwUjIodZ1TRZ4Lzd/esP4NS2krzWuPYi7QIaYRl34StBOuQXQWA8TlzOHqVib8L534Hq4svjsVubTj/RtaLHz17+2ERsjpW52F2ZFMbcFKfkjQ0LdfP9LGjTvna3A4LOzefSMGYxED+v+ISnWeM8K76eYccAgOxi4bS5R7FB9f+XHnBhY9prf78VlOJBEDh3Pdw0/wdlElbxRX8xSvMaP/i2i1HQtp6LZuo+z++5GHhxPyxecUHjb/oSSZM+ytrRh27ToeJ52BpaAYZd/pyIJTwVaIup8S7eBUZCEhiEQirGY7+wsbeO7bHGwGG3cNCCXCVYXpN+P8uCfcpLNgaLViMztR0QDEYgGVqAmluBmVrz+qHiEoXQ1I3bKwyzOwCrsRsCCVeODpOQp/v7F4eg1BImnzGB7OrGLX5s/xSliOVN2AzeBJ/cFJ9B9xR6f7Li0t5dtvv8Gsb2G8eBM9Z3wIAcmn+e39+QiCgK2m5kS89sE2Y9tWXe20vUgux+SJAhAAACAASURBVOuuGW2GdO/eHTzcZ8vm0s08s+0ZHIKDFwa/wFVhp+/JMx6sp37BQdQpfiz1EfPqT/l8cms/xib601ChZ82cHFrrTQy7MYaeV5y9U+WGr5ayNTCKV9V27hx4gcQEvrkZirfBIwdAcXYTlL8aa2qbuPNAMXMSQpng51xxp0pfxTXLr2Fi1ESeG/Rcl33ZLBYWPvkQTTUtyLS3IRJ1nLhpPRVMf3WI02PXH6zmrgW7eGqAivq8TMRiMWlpaSQmJmKp0FHz4T7UvX3wvDHW6fG/Uf3f/1K5aS71j9kIDZlJVNQTf/AEzj/dhvXvMB+upGXxBszGUCQqGy5Xx6Hp54dI+tc3sFtMVsZ/mI7ObOPHB4fi59p5mWzz1/kUpFdwtVczDrM7pr0L2T48glLg4YcfRttF4Ysz4ciRVykpnUevnh/h6zv2nPvrppvzzft73mfegXlsuGED3ionS6hZ89ky7312NwUz473PUHr7MiIzF5OpgveU7zG4/3dIpR3Lm+u2pbcZ16GhhHzxuXPZut/hsFgw7t2Hfsd2DBnb20IG7HZESiXqfv3QDEpFlZqKpVSNbks5ynhPPP8Rh/h3SUU1rSbuXrCbnLImnromjruHRThdhrdZ7MeN7Taj29RsxLB3DabCHIzyEExBMdg12UhcM5G7HUYkErDqvWgtT6a1vA/GuigQJIjEIpRaGWoXGUqtnOqi5g4e+t/o6kXc2trKksVfUVpRzRDZQUbd+wYSz7A/fF6XEofiE9p1tTsgEhF/6OB5OYfVYeX9Pe/zRe4XxHvG89bwtwh2PbUazMnY6oxUf7gXqZcKy9RorvpwG0OjvfnsthQK99Wy/vODSBUSrr6nJwFRpx+S8nuW79jFA3oJSY2VrJ1y3Vn3c0pqDsFHqTD8yTa5x24AcAgCw3fmIReLWJ8S22X4zcs7XmbZkWWsnriaAG3XCakVhw+x+N+PI1H0RqbuHLt//5xRTo8TBIGJH2VQ02Ji2Ywkflz5PeXl5SQnJ3PNNddg2lJJ68ZSvG5PRBXX9dgoOByU//MRSvzWYEqFAalr0GpOHet9vjkbw1oye/bsC3Q555/3H3549piNm5B6eqKMPfVMB0Dq5YJmcBTywvex1kvQH5Jg2FuDWClB5qfpVGLzr4LDIfDA13vJKWvi8zv6E+PXeTbfUKln59d5jHAXIzJLMWZ+jHXaCNKbmrjiiiuIiem6nO3pUlu3gcNHXiQo6FZCQ+465/666eZC4KP2YXHeYnxUPiT7OvGW+vXEK/8L9laocdgdRPcdQJRGxRfVVrBWE27eiI/3VR1eYvKQEFS9k2hc9DVNK1fS8MUX1LzxBk3Ll7ePX4LDgengQVpWraLufx9R9eKLNC9dinHPHmR+friNH4fPgw/h/9y/cZ80EXXfvsh8fVFGeyDWyNClV2A+2oQywbODca1RSJnYJ5CiOj3ztxVT3WLiihifDmoPAGKJGIVKisZdgbusBq8tt6Nt/QrRIA3WPsU43L5G5paNu5c3gYE3ERn+NKHBjxIUOoaQ2DhCErwJiHbHO1iLi7sCiVSMxWinpc7k9DlbjHYGXN9ZWUihUJDUuw+G+nIyq6SU7VlPdM8+yFSXjxeyafnydkm8k5EGBOA1ffo591+lr+KBDQ+wtngtN8beyJsj3sRT9ceTtd9wWOzUzduPYHHgfVdPHl19kPImI/NvSyFvfSlbFh/GO0jLhEf64BV49g4Vo9XKtJxCBGDpwJ64azV/eMxZ8fMz0FAMU+aDTPWHzf8uiEQi1BIxCysa6OOqIULtPDY+xiOGrw99jc6qY0TwiC77c/HyYe8vR7Dq92AzZ2Mz/orNcgBEalx9g0ge7VytQyQSEeyp5svtxwjyduP2tLZz7Ny5kwMHDhA5NBFpiQXTgTo0/f27dHaKRCK0I0di+XIbzTFVtDTuIyDkpj81kfGFF16onD179qdncsxlZVi/9t7C2WH9n8D08yo8PcWnZVwjkSFNHom69l3kjauxSPuh39uKMacWsVqK1Fd90bJNLxT/23SUrzJLeO76BK5Lcj4b3T73AEkWG1KLAVPGu/j93wx+1ulxOBxMmTIFiaRraZ3TwWSqYN++O9GoI+mZ+H63XnU3lyweSg+2lW/jUP0hpsY6UbQQS1C4+9O8dw0H82tIGnMt0e5u5OmN/GSMJKl1Dl5KN1xcEjscJg8Oxm40YPj113bFCUdrK62bN9O6aRN177xD44IF6DMyECnkuF41Fu9ZM/F//nk8b74ZTWoq8qBARE5+i/JgF2Q9tOi2V2LaX4cyzrNDIRmpRMw1if44BIH56cVkFTcyJt4PpaxjX4Jgp3nvO5Ruv49832aOhahokjSgUocQHDyd2JgXCA+/H0+PQShVfihUMjRuCtx81HgHafGPcCM4zpPw3j5E9/cjYUgAhzIqsBg7h5nIlBJ6jQhC4uQlKhaLiUnsjaulil3HWjmwezuhEbG4uJ6ZEsXFQurpiW7rVrDZ2reJlEr8n37q9N5Tp2Br2VZmrZ9FjaGGV4a+woxeM5CewXgqCAJNy45gLmjC69YENjbq+HDTUZ4YHYN+czUHt1UQl+rP1bN6odScW/7L/Ws3s1fjwT1NZYwbcEZOvtOnsRhWPQwD7ob46y/MOS5jYjRKllQ1kK83cVMPL6dttHItdcY6VhxZQVpkGq7yrgUKmmtqqS7IBo6XNBcsOKzFhPQMI2ZAYpfHhXiqySxsYG1uFbcNDiMmKpLw8HAOHjzIjswdqBO9cS8AwWhDFe/8OgFEUimuw0bT8tUKmiKPITe54urT57SexfngbAzryy4mwqz0Ij/yBnbNWXv6B8mUiG5cgKpXEL6mqXj1y0ckFdPwTT7V7+7BsL8OwXH5hMScis35Nbz1y2EmJAcwfXCY0zZlG0qIqNIhshowbfsPgY9cR3lEFGVlZYwcORL5OWq4Ohw2DuT+E0Gw0rPnexe9clI33fwRaZFp5Dfmk9+Q77xBfBopCZ7YbHayf1oJwItRgUhEMr6RPUb+4dm06vI6Hdby4+rOfVmtmHNz0Y4YQcAbrxO1ZQuRP/6I/7PP4DJq1GkntKkSvfC5uxcOo42aj7KxlHb0mIrFIh69Kpa3p/Zm97FGJn6UTnGdHofDTF3dJg7lPsHWDT3Z3fQRpf4S1D4DiYt9maFDtpPS7ztCQ+5GrQ47rWs5mUHjI5HKO75aRGIRVpOdr5/fwZGsaroKQex71U3cMTwSu83CvHmfkZOTc8bnvxi4paXR46UXkQYEgEiENCCAHi+9iFva2SfO2xw23t39LvdtuA9ftS/fXv+t8wTbP0C/oxLD3hpcrwzFEqLl+R9y6e/pgvrXOo4dqGfYjdGMmh6PVHZuzpSM8kpWqTyIrzzG/024gAZv+vsgEsOg+/+47d8QuVjMvSG+7GjWs7NJ12W7u3rdhUgk4rOcz7psA1C0Z42TrTYOZ3xPa4Pz1anfeGxsLHU6C19kFAMQGhrKrFmzSExM5Nc96fzsdYDqzGJMBU2n7Efq7U38zK+QlUg5UvAfTA3lp2x/sbnsDGsAh0RBsc8IBLvz5BunSOUweT6i3jeiyn0U315r8PxHLAgCDYsOUfPBXowH67sc8C8HShsMPPzNPuL8XfnPpCSnnnjdriqEX4ox2GxY0l8kZKo7ykn3sn79enx8fEhOPvfEocKid2lu3k1c7Muo1edWVKabbv4Mrg67GqlYyqqCVc4biER4T5xNhLaevWtWYDWbCFDKeTTcnx22KLLFQzhw4AFsto4vMltlpfP+BIGA1/6D27hx56QRrwh1xefe3ogUEmo/zcF4qL5Tm0l9g1h4ZyKh6nSWbriDTVv6k51zF9UVy/GoayXRMZQrhmaR3H8xgYH/QKHoWgbrdIgZ6M/Im+PQerZNqLWeCq6cHs/kJ/qhcpWzbm4uq97fR2NV54qKAEEjb2fmUD8ChQqWL1/O2rVrsZ/JWH+RcEtLI3rjBuIPHSR644ZzMqqr9dXM+HkG8w7MY3L0ZBZdu4gwt7Az7sd8rIWmVYUo4zxxGRnMWz/no220MrpcwKSzMv7hZJJGBp/zqq3J7uDe7ALUZhNP+GqQyU5dnOasaa2GvV9B8jRwPbNiNX8n/tHDE0+ZhPdLarps46fxY0rMFFYeXUlZa1mX7Vrr65xud9hb+PHDbMxGm9P9AP1CPRgV58snWwppNrZ5vFUqFZMnT2bixInUWppYrsxk15ItOCyn/o0ro2OIi34eh8rOgW9uQrBaT9n+YnJZhYK8898PZw9NaJsJ2yUqHLNvZk9WPrUiBd5hQcj+KClRLIbY66C1ElHmx8g8BDTTbkbqo8Z0pBH9jkpMhxuRuiuQeCovqxARo8XOrfN20mK08vXdA/F26eglFgSB1s1lNK8qpNYq0JS/hF79M1A88B27Dhxl//79TJgwAR+fc3up1tf/Sn7+swQE3Eh42H3n1Fc33fxZqKQqDtUfYlvFNm6Jv6VziXMA92BcSn5mX6EZrUaJf2wifVzUrK5tZjfJDDYtwGoqwcdnbPvYcaFjbwEkGhnqJB9MR5rQbStH7CpHHuiC2VJHddUPFBa9TUvVf0jyzsJVrqOuyovBJZXElcvwH/052pR/IZae3zhVryAtyaNDGHB9OMmjQ/AK0qL1UJIwNACVVk5+ZjU5m8qw2xz4Rbh1KpEtDx9MUst6zFX5ZJbZKSkpITo6+pxX0y4HMsozmLV+FpX6Sl4c/CIze888o9CP37C3Wqidux+xRobPnT3JqWph5eI8xhrkeAVoGP9IH3yCzy2O/YPN27jtQDGvVzSilynoVVHIs+OubdctPu/8+gaUbG+LrVaffoz53w25WIzZIbCwop5rfdzwkTuf6MR6xrbHWo8Mdl607cCmX7AcrwR6Mmo3L0yGRKqLW4hO8Wuv+vp7ony1zE8vRi4RMSiyLTlcJBLh7+9PYmIixwqLyW45Qs3BMqKT45BKu/5f14T0Qpe3mwbfgwjLj+Ax5NoLbqf95WOsTzasBYcJkaiciJxtaNetIm/hEtZl5LHfKEHi4YG3VoHY2QMXiSD6ajA2QubHiIz1yIdOQDsoAKmHElNeA/rtlZgLmpB4KJF6Xvqi84Ig8OSyHLYerWPOrf1IDu4osyM4BJpWFaDbXEaF0cih5hquCXsD+VUPYIq6liVLlhAYGMioUaPO6Z/UbK5h777pqFTBJPX6CLH4AnktuunmAiAXy1l+dDnJvsmEuDpPynEJ60Xx5mUcO1JI8nVTkErExGgUzC1vwtO9P37176NQ+OLq2gu4sLG3JyNWSFAn+6KrOULFsW8pbnmfo6X/oa5+A4LgIKDHJCKD7yfhYDl9j2xmty6ONUkfkTLwij/VgSASifALdyV+cA8MzRb2by7ncGY1rt5KPPw1JzdEHD2G6PJluDdmk9XqQ07OfkJDQ3E5S+3nSx27w85H+z7ihe0vEKgN5LMxn5EakHpWfQl2gbovD2JvMOF9Z0+sCjGfvLGLRIOYiH4+XH9fb9RdlJU+XT7YvI3XLXKMSnXbexWo1bihKD/GwLALUILa2AjLjsdVX8RiQpcL8Roln5fX0WC1c52Pc5UXjUxDo7mRZYeXcV3EdbgpOuc0qF3dKNq3B8dJq0ZSuYLRd95DeJ84sjeUomsyE57k7XQs8XVRcqRax4q95dzUPxi1/IThrFKpSO7XB3N+I9k1+ezP3k9gcBBubl3nVniFX0l5wQJabflodqvQ9LtAco7H+dsY1oIgIBLLCLnueqL/fR+V7n7Ya2qI37+V4C2rOfb9GhZtyGVtjYNaQY67Woab6iQjTySCqDFgNUDmx9BSjij2GuRBrmhTeyBxkWM8dNzALmpG6q1C6n7pxgkv3HGMjzYX8MiVMdw0oOOAJlgdNHyTh2FPDXVVeewQeTMmfBmebk1wwxdsSd9OQUEBU6dOxfUcKiwKgp2cnFkYTWX06fMlSoXfud5WN938qQS7BPNN/jcYbAbGhDovVCLS+qAs+5WcI614e6jxjownRKWgyGhmaYOSsa4GWivn4+01CoXCB2VsLLLAQIy5uTh0OqQBAfg//dQ5hQmcjCAI6HSHKC9fxJHCl6lQfonBOxdRqwIf+3XEp75CVNTjeBlUqL6dhaRyL/ZRz/GZywN8klnD4epWRsf5IeuiBPKFQqaQENHHh6BYd0rzGsnZVEbtsRb8I9xQ/JaEKZZA3LX4H/2aKOM+ciWJZO7Mws3NDX//P9YBv5yoM9bx8KaH+aHgByZETeDdke/iqz77EKHmtUUYs2vxuCEGi4eCBf/ZhbrFhtdgPybe0dNpAukfUW+xkd1qYGN9C0uqGvhfowm7tKPzxCGWkKM38WBM6Flfe5dkfAAFG2DSXNCe/bP5u6CUiGmy2lhUUc8Ufw/cZc49wTEeMSzOW0yLpYVRIZ3l83xCw3Hz8aWq8Gi757r3mGsZMH4K3sEuIAjkbCxDLBEREO1cOzvW34XP04uwOwSuiOm4Ki4Wi4nsFYP7TguFpgoy9+4CIDg42OnKh1isQKHpQbVtHaafdqCVR6GIvnASfGdjWF9WOtYhPrHCA1M/JmCoH+FyBdnrS1C7KRgxLZawJG9sdXVUfP8jdStXoTrSph160DOULYF9KOyVSu9eEQyL9mZQpHeboS0IsPk12PIa9LoBJswBSds/n2C1o8usonVzKQ6dFWWsB65jQpEHXVrekt3HGrjxkx0Mj/Hhs9tSOizHOIw26r7MxVLcgj53BVsCr8I/0MY4+80waS7NoVfxwQcfEB8fz+TJk09xlj+msOgDioreJT7+dQJ6TDnX2+qmm4vCKzteYcXRFWyeuhmt3LnsmKOxlC8euh25xpWbP16OSCSixmxlSOYh+rjIeVB3JxKpkgH9VyKVnv/xQhDsNDXtprZuHbW1v2AylQEi3N1S8PEZg7f3ldgyoGV9CYpod7wiNyLe8kJbWfLJ8yG4P4IgMG9bEa+sOUSvQDfm3paCrxOt+z8Du91BzoYydq4uQnAIpFwTSp8xoScq/rVUwtwr0dulLPW8n6LSCgYMGMDYsWPPWb3oUiCzMpMnf30SvVXPM6nPMCFqwjn1Z9hfS8OiPDSDeqCL9uSnz/bTarJRGqvmnYdTT7lCIQgCdVYb+XoTh/Wmtk+DicN6M/XWE6suWokYnc3e7qn+XSdUjTrPqg0WPbzTE4IHwLRvz2/fTrBarZSVlWEynTo571LHLghUmq1oJGI8ujCsAZrNzRisBnzUPqcMOxIEAX1jAyKRCI3HiVAck86K1WxHqZUhUzj/TTbqLRisdvxdlZ2kP6HNCWjXWTBLbVjtNqRSKWq1usuwIou5FofDgqRZhMTTG/E5hokplUqCgoI65Qf85QvEBAQECI8//jijR48mKSmJ6uIWNi08RH25nuj+fgybGo3q+PKWpaycljWrqV25CgqO4hCJ2O8bzYaAZHYE9CIyogdDo7wZGu1NSukXSDe9CPFpbS8e6YkvyGGxo8uoQPdrGQ6DDWWCV5uB3eMC6XOeATWtJq5/fxsquYQfHhjawStvazZTN28/tmo9xqx5FCZfRYEhgBsDn8MrQAt3/MT3K1fy/+ydd2AUZfrHP7O9JNlNDyEJSYCE3nsvAtKrgohi4bAr3nm2+3lyd7Y7u2cFFUSQIkgNTTqhdwIECJAESEjP9r4zvz8WgZBCEUXPfP6B3X1n9p3N7sx3nvd5vk9GRgZPPvkkoaFV32leD+XlO9l/4D5iYobRpPE7v6vc9FpquZKM4gzGrxzPP7v8k5ENR1Y77vDHT/Dj1lzGPP4Q9XqOAuDL88X8X1YeHyT6iMoZT2TkAJo1/eiW/B78fjfl5dsoKl5LScl6vN4yBEFFWFgXIiP7ExnRF5WqYnMb+9aTlKddQCmcIaLZLuSj3gJtxSXhdccKeXreAQxaJV9NbE+T2Jtftfq52MpdpH9/itP7izBEaekxLoWEJhdtuAqPwdcD8IfEsy7pJXbs3kdCQgJ33333LWlkdTvwi36mZUzjs4OfkWhI5N2e79Iw9OdF3rxFDoo+PogiWkd+/VB2LD2NQyvje42LRX/tQVxooPOjJEkUenycvCicfxLSJ+0uyn2Xl/xDFDJSdVpS9GpS9BpSdBrqq+Tkpi3iwZD62LSVr4NBTjunBlXdke+m2fEprHkJHv4xIK5/YbKzswkODiY8PPx3fz075/RQ7vPRWK9BWY1I9fq9ZJmyMKgM1A2uueOmw2LGUlxEWGxdVNrL3ydTkQOvy48xWodKU1mce3x+ThTaCNMpqRtadQdSX5kL0eHFa5BhsVkAMBgM6KroWOr3u7Dbs5A5ZSjKZKjq179pcS1JEqWlpVitVpKSKhou/CGE9eTJk1EqlQwdOpQWLVrg94nsX5PL3pU5qDQKuo9tSMP20RV+DO5TpzCnpWFekYbv3DlEuYLMes1ZFt6UXdFNkOu0/F/4JsaXf4atXl/0E+YgXGU6L7p82LblY916HsnlR9sigpA76qGM+vV71wN4/SLjp+/kSJ6FxU90oVHM5Quit9BO8VcZ+E12nNv/i+quoaw6mUxq3XP08T4DkzdTIETx+eef07lzZwYMuPmOiB5PKbt2D0Gh0NO+3dJKHehqqeX3hCRJDFsyjHBtODPvnFntOJ+5iOmP30ekUcWYTwJOIj5R4s59Jyn1+pgTs40LOf8mNeUfxMVNuKm5+HxWSko2UlzyI6Wlm/H77cjlQUSE9yIysj/h4T1RKKoRlafWw+JHcNobUOZ9CVmwloiHmlV5vjqab2bSN3sxO718NK41dzS5vWlcZ4+VsmXeScxFTuq3iaTbXQ0JCtXAmU0wezTU60pGy3+wdEUaWq2WsWPHEhcXd1vnfKOUOkt5ceuL7LywkyHJQ3il0yvolD/vWiK6fBR9chDR4eN4pJ7Mg8XoGgTzmrWUUX2SaJAcellAO1xYfJe7Y4Yq5KTqNQHxfFFAp+g1RKsUFa6l544eZs2Xn1DkkTjapD2bU1vjk18WUQq/j54nDjDniT/9rGOpgM8NH7aCsGR4sAr7yl+AzMxMGjVq9LsX1QBuv8hxu4tIlYJYTfXCs8BeQKmzlAahDVDXYJEriiIlZ3NQqjWE1rnszCL6RcoLHYh+idBoHQpV5ch1XrmTMruHlJgg1IrKr0t+EW+hA0EuQwhTUW4qx+v1otVqMRgMlaLXLlcBHk8ximI5Mr8SdXISQg3FjzUhSRLHjx+ncePGFZ7/xYS1IAh3Ah8CcuBLSZLeuup14eLrgwAH8IAkSfsvvvYsMAmQgAzgQUmSXIIghAHzgUQgB7hbkqTymubxk7CGwF3Ms88+e+m10nwbG789TmG2hXrNw+l5TyrBVxUeSpKEKyMDS1oalpWr8BUXI2q05DZqx6qo5gTrT/OaaiZ7ZM1ZnPofOqbG07VBBFHBl/cjOrxYt+Zh25aP5PWjaxVFSN8EFBG/bvenqcuOMnN7Dh+Oa8XwVpfvMN05ZkpmHEG0W3Gkv0/UXyax29yYnEPFTAidhL7DMBjyPt9++y15eXk888wzaLU3N3dJEjl46CFMpl20a/sDwcGNr71RLbX8xpl+eDofHfiIVaNWERdcvWDb9eGfSd9+kvuenEBU93EA7DXbGbI/i8fjIxlmf4Wysh20a/c9IcHNruu93e4iikvWUVy8lvLynUiSF5UqgoiIO4iK7E9oaCdkshrqPfxe2PAabPsAIhvDmK/xeOMpmXkURInw+5ugTqxcGFRkcTFp1l4y8sz8bVBjHu6WdFtFhd8rcuDHXPauykWQCXQYnESLvnHIM+bDkkeh5T0UdHqVefPnY7VaGTx4MG3atLlt870R9hTs4YUtL2DxWHipw0uMajjqZ3/WflHk6PxMjuWb2W5UckIQcSRoOSX5kK7Ipw5XKi4LaF0gCp2q1xChVNQ4B5fNxvpZX3Lo6DG84TFIMhkKhYLM0Gh2JTfFptYS5HbS8cxR2nlsFa7NP5v9s2DZUzDhB2hQua32L0FmZmYlgfV7Jsfpxurz0yRIi7yav7NX9JJVfn1Ra1t5GbayUsLjElCqL5+P/F6R8kI7CAKhMbpKbj9ev8iJAisGrZL4sKpvJP0OL/4yF3KDGlmQEpvNhtVqRS6XYzQaUV/xfpLkx27PAklAftaHTKdDVa8ewk260lT1d/9FhLUgCHLgJNAPOA/sAe6RJOnYFWMGAU8RENYdgQ8lSeooCEJdIB1oIkmSUxCEBcBKSZJmCoLwH6BMkqS3BEF4EQiVJOmFmuZypbAGuLrwUhQlMjaeZ+fS0wgygS6jGtC0W2yVrcslvx/Hnr0Bkb12LaLZDCEG3Kl1aRCUzsmoRO53P4cNHY1igunWIIKuDSPomBSGTqXAb/di3Xwe+458JL+Irk10QGCH/vJ5iksO5DFl/kEe6prE34c2ufS880gJpXOPI9pLcO78iNjX/4Y9uR2L/r2PdnV30lH5BTx9gNMXyvn222/p378/Xbp0uel55OR+wenT/yE19V/E1R1/Kw6tllpuOxdsF+i/qD9PtHqCR1s+Wu04l7mUaY/eR/1IH4M/WB2w8wSePX6W7wvKWNUqBvPR0cgEFR06LKs239rhyKa4OJAvbbYcBCS02oRAikdkfwwhrQichq9BeQ4sfBjy9kLbB2DAm6AKXLx8pU5KZhzFZ3IRNrYRuuYRlTZ3evw8O/8gq48WcE+HBP45vOmvXtR4NZYSJ1sXZJFzuISwWD0970khNn86bHwder6Ao+MUFi5cyJkzZ2jbti0DBw6s0a7rdiJKIl9lfMXHBz8mITiBd3q+Q2rYjTnD+CWJcy7Ppfznn3Kgs6xOnFeMCxdkaLwSBXlWHm2bwB3xYTTUaYhQ3dhnI0kSR7ZuZPXSJdh1ISBXkJqaQu/efSgqKmL58uV4r/ATvnI1+ZYg+uHjdqAOgcmbqs7p/gX4vQjrgoICpkyZwp49e1Cr1SQmJvLBBx+QkpJSYZzDnXPqAgAAIABJREFU72dfXiHblizixaefqn5/1xu19vspPpuNRh+EIapiIbHX7cdU6ECulGGM1lWy4btgdlJiddMwOrhSJ1gIfOd8pS4ktx9FlBaZUo7H46G8vBy/309QUBDBwcGXbgS9XjNO51lUkhHpnBm50Yiybt2buln9NYV1Z2CqJEkDLj5+CUCSpDevGPMFsEmSpLkXH58AehFoQLMTaAlYgCXAR5Ikrf1pjCRJFwRBqHNx+xrPMlcKa51Ox/PPP1/lOEuJk42zj3P+eDmxDY30ntAIY3T1y2ySx4Nt2zYsaSuxrl+P5HSi0PrRpgaT3u9lloux7Mk14fGJqOQy2tQz0r1hJN0aRNA4RItj83lsuwKNIPTtYwjpHY/c8Mu4iBzLtzDqs220iDMyZ1LHSxc+2858TEtPI1rO4Tw4nfgP30bbti2L392PKa+cCcH3ohryGmK7h/niiy9wu908+eSTN30RMpn3sX//Pbc0j7SWWn4rPLzmYQrsBawYuaLG7/am955n/66jPPzEGAw9AhZgJR4f3XZl0jhIw9eJZvYfGIdMpkYU3WjUdUhOfg69Ppnikh8pLl4biLgAwUFNiYzsR2Rkf/T6lBv7TR1dDMueDvx/2EfQtHJ+uN/upfSbo3jOWTEMSSa4a+WolChKvLP2BJ9uOk23BhF8cm+bio5Kt4nsQ8VsnZ+FtcxFSodougR9hf7YVzD8E8SW41m/fj3btm0jLi7uZzsc/RKUu8p5Kf0ltuVtY2DiQF7t8ip6ZfVpcz5RItflvqKAMPD/Uw4Xriu6BNdRK2kgyIk7biHM4kPmk3PvPU2wiiLDP0nn3o71+NeI61stuZqivPMsmvElhW4fyBUkJSQwYNCgCo4shw8fZv369ZjNZgwGw6X6p1vGkUWw8CG4exY0GX7r9nsNfg/CWpIkunTpwsSJE3n00UAA4ODBg1itVrp3715p/JbMEzw8ehQnjh6p2oqYy1HrEFVIjat1AJaSYpwWMxEJ9ZBf4Q7j8/nweyTMxU7UWgUhkdoK5zLfxah1kEZBvfCqfwOXUkIUMhQXtxdFEbPZjNPpRKlUEhoaikKhQJIknM5c/H47amcY/qJSFFFRKKNu3Dnm1xTWY4A7JUmadPHxfUBHSZKevGLMCuAtSZLSLz5eD7wgSdJeQRCeAV4HnMBaSZLuvTjGJEmS8Yp9lEuSVGMF3dUR65YtWzJw4EA0mspRYkmSOL7jAtsWnsLnFQONCu6IR3aNCIzocGDduBHL/BnY9h4BUUAZH4du0BCyW3RhszuIrVklZF64mFivVdK1QTh9Y0PpUOBGyCgFGQR1iiW4VxzyoFvX0MDs8DL043TcPj8rnupOZLAaSZKw/JiLdcM5fMVH8Z5eSPwXn6JJTeHMwWJWfZ5Bz+j5NIs5ApM3czDjCEuWLGH06NE0b978pubh9ZrYtXsIMkFZYySullp+ryw5tYRXtr3CtwO/pVVU9d1IrcVFfPnUg7SMttLn3R9BEbihnpVXwvMnz/N6bAlJ+U8gSVd2JxMIZMbJMBrbB8R0RD+02pvIE/Y4AkVd+2ZC3XYw5isITax2uOjxUzbvBK5jpQT1qIvhzqQqV/S+33uOlxdnkBCm4+sH2ld7Afw18Xr87FuVw4G1Z1EoZXSss55mrs+Q3TsPGvTl6NGjLFmyBLVazd13301Cwi/gpXwTHCg6wHObn8PkMvFChxe4K+Wuy9E2USLb6b7KgcPFaYcbzxXX5rpqZYUc6FSdhoZ6DWqTmwvv78fpEclNNNDnoabIVDJGfLqNQoub9X/pSYjmxm6MHA47S+fM5uTZ80hyOTHGEIbdNZbYujWnB9xyJAk+7w5+Nzy+69KK0K/B70FYb9iwgalTp7Jly5YKz9tsNoYPH055eSA/+bXXXmP48OGMGTuWFcuW0SAlhYH9+/P222/z9ttvs2DBAtxuNyNHjuQf//gHBfYCXn/tddYuXktCfAIRERG0bduW5557joMHD/Loo4/icDhITkriramvUDehHkNH30WXLl3Ytm0bffr0YebMmRzcewS3zY9XctG1VweysrIuOW4UWFwUWVw0jApCW80qit/uxV/uQm5UV9BRDocDs9kMBFKCtVotkuTBZs9CoQhBUSrDbzKhjItDYazav7s6bpWwvp5wZVW3Nler8SrHCIIQCgwHkgAT8L0gCBMkSZp9vRMUBGEyMBmgTp06GAwGevfuTVlZGVu3biU7O5sRI0aQnJx89XY07hJLQtNwtsw9yY7Fpzm1r4g+9zciogbLPJlOh2HwYAyDB+M/sAzrh09gPn8B8/RphImfM65RIyYPHoTvoTvY5VCxNauE9KwSVmYUANDWoONRlY5G2/Kw7bpAcJdYgnrEIdf/vKiPKEpMmX+AC2Yn8yZ3Dohqv0T54iwcewvxntuOWLaFxDnfoKxbF79fZMfi04QGO2nCAhi4Aq8osWHDBmJjY2natOlNzUOSJI5lvoDHU0K7tgtqRXUt/5P0q9eP13e+zvLTy2sU1sGRUTRu1YSMg0fovPVztL2fAeDe2HC+u1DG2/kq3pZU6LhSWEsoFEY6d1qLShV+85MsyoTvH4TiTOg6Bfr8H8hrPs/IVHLCJzTGtOw0ti15+M0ewu5KQbjK1/iudvHEh+l4dPY+RnyyjWn3t6N94u3tdKdUyek0vD6NOtVhy7wTbM3sRaY2hZ7f/pOYx6Jo2rQ5ERERzJs3j5kzZzJw4EDatWv3q62mLSoo480zF8hze6mrVvJicgyWkqV8tP8jYoLi+Vefj/AoYnk7p+CiA4ebM04XviuupgkaFal6DX3CQy4VEDbUqQmqotDLWuLgzPv70fpEnO1jGDCmIYJM4Ov0bI7kWfh4fOsbEtVOp5ONa9ewd/8BREEgRCFj6F1jaNjk5iLeP5usH6EwA0Z89quK6t8LR44coW0VzVE0Gg2LFy8mJCSEkpISOnXqxLBhw3j7rbc4nHGEBdt20kivYe3atWRlZbF79+5A0fawYWzZsgWVRsWPK35kxZYVxGhjaNOmzaX3uf/++/nvf/9Lz549+fvf/86Hn33B1JdeBEnCZDKxefNmAHJycti49Uf69riTWV/MYNjQERVs7CKDVJTa3BRY3CRFVC1DZToFokOO3+xBplFcOkfpdDpUKhUmkwmTyYTL5QrkXquicLsLUUbXQ+bx4s3LQ1Aqket//aDA9Qjr80D8FY/jgPzrHHMHkC1JUjGAIAg/AF2A2UChIAh1rkgFqbKpvSRJ04BpAO3atZOuLIpISUlh8eLFzJo1i44dO9K3b99KLW/1BjUDH23O6f1FbJ53ku/f2EubO+vRbmDiZZ/UapC3HobxVSPG78bhk8dgCXsIy/p0it99D959j5Zt2tB98CCCJw8gV9SQnlVM+qkSppwuJUySeMirpu/m85Sl5+FsGU7ywPpobrLb1Yfrs9h4oph/jWhG23qhgcjTd8dxHS/DfWIFMmUO9b6bjeKibd6xrfmYCh0MCvsvsuYjIbEru9LTsVgsjBw58qZbzp47P5OSknU0bPh/hITcwiW/Wmr5DaFX6ulbry+rclbxQocXUMmr/922G/8ERw88ycGlc+jc+QHQGJALAm+lxDFwr42FjON+vq6wjc9nvnlRLUmBCPXqF0EdfMNFXYJMwDi8PnKjGsvqHEqsHsLva4JMW/Fy0Ck5nMWPd+XhmXu4d/ou3hrdnFFtbr/7hjFax9CnW3F6fzHp8xUsKnyVJu8tpvMUA9GxCUyePJlFixaRlpZGfn4+gwYNquRNe6tZVFDGs8dz8EiB8+p5t5enjuUg8xjQx39IBgYeOukFcpEB9bQqUvQa7owIuRSFrq9To79OX+78UyZypmWQIANvt7q0GVofCOSvvrv2BL1SIxncvM517cvpdLJj+3a2b9uGTxRRu2z06NmLLgOH3N4Uv63vgiE+0GOilutGkiRefvlltmzZgkwmIy8vj8LCQgRBQCEIeEUJk8/P2rVrWbt2La1bBzzHbTYbWVlZgWLgIYPxyDyotCqGXmxmZTabMZlM9OzZE4CJEycyZswYJFHE7/czduzYS3OYNGkS//nPfxg+fDgLFn3H2298iNvhvdT8SS6TERmspsDswu72oVdXlqKCIKAI1eAtdOArd6GIuJxSolAoCA8Pv1TYWFxcjNFoQCYrx+2+gC4hGc+ZbLxnzyIkJyNT/7oN/q5HWO8BGgqCkATkAeOAqyvVlgFPCoIwj0DxovmiYD4LdBIEQUcgFaQvsPeKbSYCb138d+mNTj4uLo5HHnmE9evXs2vXLk6dOsXIkSOrtF6q3yaKuqmhbPs+i70rczi9v4je9zWmTv3qW2cCkNQD7vsBxewxhDmmEfb5Mjw2OZa0lVjS0ij812sUvvEm+k6dGDF4MPeNugNRp+fgORNbs0p462gRXQo89NpfQvb+YnZFKKBdNF0aR9EwKui6TlzrMwv5cH0WY9rGMaFjAn67l5IZR/Cet+I6OAdVvETchzOQXfR69Dh97EnLJtZwgUTdIej3FXa7na1bt5KSklLJp/F6sVgOc+rUv4mIuIP4uAduah+11PJ7YVjyMNLOpLH5/OZqOzECRCQkktwkhQMnvLTb/D7KAVMBaBWio798G2v9d9KDDSSSc2kbjfr6RE8lnCZY/gwcWwLJvWHkFxB84/Z4giAQ0isehUFN2cKTFH1+iIgHm1XqMJsUoeeHx7vw2Oz9/HnBIc4U2/lzv5RKBUm/NoIg0KBtFAlNw9gzfw+HdnTmzOuH6DzGS+OeyYwfP55NmzaxZcsWCgsLGTt2bI1tkn8Odp+fF05k45EqimJJkCOqk+gaEUqjK9I4krVqtD+jKPTIljyyF2XRWitH0SaKuIuiGgJuUX5J4l/Dm13z2uJ0Otm1axfbt23D4/WisJTTLKEug/78LLqQX+azum5yt8O5nTDw7WuuwvxRadq0KQsXLqz0/Jw5cyguLmbfvn0olUoSExMvNbqRCaCRCxR5vIiiyEsvvcQjjzxSYfv3338fnVKHTJBR7CyucQ6CIKDS6RB9PnRXuIt17dqVnJycQJqKTKJ58+ZYSlwYo2WXGsiE69WUWD0UWFwkR+ir/L4KChlygwq/yY3o8FVY+RcEgeDgYNRqNeXl5ZSWlhEUFAoU4vWXoapXD8+ZM3hyc1EnJ9+0Dd/NcM1ftxRIDnwSWANkAgskSToqCMKjgiD8VDK/EjgDnAKmA49f3HYXsBDYT8BqT8bF6DMBQd1PEIQsAo4jFSz8rheVSsXAgQO5//778Xq9fPXVV2zYsAGfz1dprEavpO8DTRj6VEt8HpEf3tnHlvkn8bgqj61AQieYuBRcZpgxCJXWTcSjj5C8fBlJy5YSPmkSntxcLrz8Mlldu1E45RlSj+9mSvcEPp3SjWFTu3N6cDyloSruKPHTdvV5Zry/k+6vr+fP8w/yw/7zFFkqdnhaciCPrm9tIOnFNCZ9s5c4o4bXRjTDX+6m+LODeM+bce76DG0LA/GffnJJVAPsX5OL0+qlq+JdhB5/AUNdtmzZgsfj4Y477riZjxmfz8qRI8+gUkXQpPG/a4sVa/mfp2OdjkRqI1l2etk1x7a/6yGcfiVHVy8KdAq8yMsNElELbl7lLe7le57hM7YLfUiu/9yNT+j8XviiO2QuhzumBiLVNyGqr0TXOoqIB5viN7kp/vQg3gJ7pTFGnYpZD3dgXPt4Pt54iqfmHcDl9Vext18flUZB14mdGfuAnFB5Lhvn57Lo7b2UnrfTp08fxo4dS0lJCdOmTSMnJ+eWvW+Z18e8C6VMzDhD021HsIlVR5olSWBG8yReSK7DyOhQmgZpb1pU+70iG+cc58C8E7TUyVHWCyF69GX3hx+PFbLmaCHP9E2p1soMAoJ606ZNfPDBB2zatAmxrIgoUwETJk5kzJTnb7+ohkC0Wh8Jbe673TP5zdKnTx/cbjfTp0+/9NyePXvIzc0lKioKpVLJxo0byc3NBSA4OBir1UqkSonbL9H9jn58/fXX2Gw2APLy8igqKqJbt26krUhDi5YLpRdYkbYCCOQzh4aGsnXrVgC+/fZbevbsid4QiiRJuC+2O/+J+++/n3vuuYcHH3wQQ5QWmVzAXOTA7w34p8tlAlEhauxuHzZ39RpMplciqOT4zW4kv1jpdZVKRWRkJFqtFpvNhyhqcLuLQQnKhAQkrxfP2bNIYuVtfyl+Vw1i2rVrJ+3du7fa110uF6tWreLQoUPExMQwatQooqqpDPW4fOxceoaMTecJDtXQa0Lq5S5f1VGQAbNGgEwO9y+FqMtJ7pIk4Tp8GHNaGpZVq/AXlyDT6Qi6oy+GIUPQd+6MoFTiOWelKO0M5FiwKQS+E9zM87rwAKnRwXRrGIFcBrN25OLyXv4iqBUyPuqTSvPtRYhWO46t72MY3oOovz5XwbPRVu5i9t93kqzbT//Yb+DxXZRa7HzyySe0atWKYcOGXd+HfQWSJHHkyFMUl6ylTZu5GA2V87pqqeV/kff2vse3x75l/d3rCdNUn2MsSRJzX3wKR95xHhrTGNmI/wKBFIEpmbl4ryhD0Qgi7zZKZHTMdeYsiyJs/wg2/AuCYwMFire4+5zngp2SGUeQ3H7C72uCpkHloh9Jkpi+9QxvrjpOizgj0+9vW8Hj/3Yj7Z/DifkL2O58BJdXQ7NecXQclozFVs68efMoLy9nwIABdOjQ4aYCA/kuD6tKzKwqNrPDbMMvBYoKB0Ya+Cr3NJK8siCV+UrI73dzwYwrsZvdrP7iCKXZZvpHaVCp5UQ/1Rr5xdRCu9tHv/c2E6xRsuLpblXaJLpcLnbu3MnOnTtxuVyoXTYUF87Rod8AuowZj7IKE4DbQv5BmNYT+v4duv/ltkzh91C8CJCfn8+UKVPYt28fGo2GxMREpk6dytNPP43X66VVq1Zs27aNVatWkZiYyPjx4zl8+DAd+vbjpTfeJG3653z11VcABAUFMXv2bOrXr8/UqVOZO3cuEbERREVGMajfIP70pz9VLF5MTmbGjBkYjUa6denCP/72Mn0HX04fKigoICkpiQsXLmA0GvF5/ZQXOJDJBUKjdcjkMkRJ4mSBFYVcoH5k9Sv4otePr8iBTKNAEV593w2n04nZXIZWV45M0BIUlIxoseA5dw65wYAyLq7G3/6v5gryW+JawvonMjMzWb58OW63m759+9KpU6dqc4ovnDKxcfZxygscNOocQ9cxDdHUVGhYdBxmDQfRC/ctgTqV84wDHtl7MK9YgXXtj4gWC3KjkeA7B2AYPBht27Z4zloxr8nFk21GDFJyJEHHPLednRdt/SodO3LeRIfGb8ex6W0iHp1A+MMPVRq3/ptjnNyVz71hjxIy4SNoNIgFCxaQlZXF008/TXDwjRcbns/7jhMnXqF+/edJrPfItTeopZb/EbLKsxi1bBQvdniRexvfW/PYXdtZ9t4bDIk7TuqLaRCZSrvtRznv9lYaW0et4ECX6ygKsxXB4kfg9IaA3djQjyq1Jb9V+EwuSr4+iq/USdhdKehaVR2UWHO0gCnzDhKmV/HlxHY0rvMbsrbb9BbuDR+yy/AeR05FowlW0XV0AxJaGFiyZAknTpygZcuWDBky5Lryrk85XKwqNpNWbOagNRCRa6hTMyjSyMAIAy2DtZy3nueOtW9gDn0ArmzeI7qJty9iz7D//KxDKsg2s/rzDNxOH3fWD0Fe5CBycgvU9S5/7q+tOMaX6dkseqwzbetVvGG7WlAb5ODNOkqdOrH0f+QpopMb/Kz53XIWTAx83589AprbEz3/vQjrm6XE4yXP5aV+NYWxNpuNoKAgsouzGdJvCF9O+5LOHTpXuz+nzYq5sABjTB00+kA32IULF7J06VK+/fbbS+M8Lh+mIgdKlRxjlA5BJlBmd3O+3Em9cH2N1p5+qwe/2Y08TINcV/04n8+HxZKHQmHB7w/HYIjBX1qKr7AQRWQkyujqV/n+kMI6NVUjff11e5LrP0edmJo9LW02G8uXL+fEiRMkJCQwcuRIQkOrdvPzef3sXZnDgTVnUQcp6TkuhfptavBALD0N3wwDjxUmLIa46iO4oseDPT0dy4o0rBs3BjyyY2IIGTiQ4EGDEDR1sf6Yi+esFXmoGm2vONouPkBvFDyKhigELEgESQJeexH+He8T88pfMY4YUem9Ss5bmf/6HloFr6Rri2y4dyHnzp/nq6++omfPnvTu3bvGz6wqrNZM9u4bRaixEy1bfoUg1FZn1/LH4u7ldyMTZMwbMq/GcaLoZ+aUyags2dzbPxph/FzqbDxYyULpJxrq1PQIDaZHWDCdjUGEXH2BO70BfngE3Ba4861A05dfOAVLdHgp+TYTT7YZw8BEgnpUHeE5kmfm4W/2YHP5+Hh8G3o3unHP2F8ESYKlT8DBORR3nc6mfckU5ViIbWik+7iGHMnax6ZNm6hTpw5jx47FeJUdlyRJHLI6WVViZmWxiSyHG4BWwToGRRoYGGGgof5yZDc9L53ntzyP1+/FqmmPxTAKUR6OzF+K0bKYt1sPYnDy4Js+nMzt+Wz67gRBRjX92kbh23UB4/D6BHW+3Er6SJ6Z4Z9sY2z7eN4YedlC9WpBHRNqxHl0HzKngy53jaft4BHIrrNY8lejJAs+bg/d/xyIWN8m/teFtShJZNpcaOUCybrKKxXjx4/n2LFjuFwuBt41kL88/5cafa0lSaLkXC5yuYKwunE89dRTrFq1ipUrV1ZqVuOye7GUONHolQSHB977ZKENQaDGujNJkvAVOZH8IspoHUINKVWSJGK1ZiFJPlyuMIzGMISSEvzl5Sjr1r1k8nA1f1BhrZY+/SwOmUxLo0avX1NcS5LEoUOHWLVqFZIkMWDAANq0aVPtH674nJWN3x6n+KyV5NaR9BiXgr66Ri/luTBrGNhL4d7voV71d3M/IdrtWDduwpKWhi09HbxeVImJBA8chKZlX5wZbrx5NsqRCJYkFFeIWEkSsR2eR/xL9xDUo0eV+1/20UGKsgqYED4ZzZPrkcIbMGPGDEpLS3n66acrtAK9Hnw+O3v2Dsfvc9Chw/KfZw1WSy2/U2Yfm82/9/ybJcOXUN9Yv8axh9et5sfpH3NXwmESnlpAu/PBVUasDQo5bUJ07DTZcYoiciEg3nqEBtPdoKXtgY9Qp78HkakwZgZEN6ni3X4ZJJ9I2YITOA+XoO9cB+PQ+lV6XReYXUyatYdj+RZeGdKEB7ok/jZqL3we+O4uyElHGv89xy6ksmPxabwuPy36xmNM9bJs+RLkcjljxowhITGJXWbbpTSPPLcXuQCdDEEMijRwZ4SBupqKrjCiJPJlxpd8fOBjUkJTeL/3+xwuPsyH+z+kwF5AjD6GZ9o8c9Oi2u8X2fb9KTI2nSe+cSi9esVhmXccXasoQu++3DzIL0qM+nQbeSYn6//cC4NOicvlYteuXezYsQOXy0VSQgL+7OOUnzxGQvNW9PvTkxijY64xg9vEkifgyEKYcgSCIm/bNP7XhTVAodtLgdtLQ70aXQ03WIX2QkqcJShkCnyiD6VMSZQ+CqO64k2p3WzCWlJMWN04VJrq0zUCY93YTW50BjVBRjUmh4ezZQ4SwnQYddU7MImeiykhOiWKsJpTl3w+Ow7HGXw+HS6XliC9HnVZGaLDgapePeRBQZW2+UMLawCNOpauXbde13Ymk4mlS5eSnZ1Nw4YNGTZsWLUpEaJf5OC6c+xekY1CKaPrmAY06lyn6guGJT8QubbkwT1zIbnXdR+L32TCsnYtlrSVOHbvBklC3aQxQT3vxn2hDkIVdaVeXCS9VbU7wdmjpSz/7yG6Bn9Nq36J0P81MjMzmT9/PkOGDKFduxv6XgT8qo89R0HhMtq0nk1oaMcb2r6WWv5XKHWW0vf7vkxsOpFn2z5b41ifx8P0Jx4kSshndEcliwbP5bkT53Fe0S1PKxN4JzWe0TFhuEWRfWYHW8utbCm3ctDiwA9o/U46SaX0aNCKHpHhNNZrqu2W9ksgiRLmVdnYtuahaRpO+LhUhCraDzs8PqbMO8jaY4Xc16kerw5tguI2t0EHAoXmXw8E01l4aDXOoBR2LD5N5rYLBIWqSR0QwdycvRxSB5Efk4AFAY1MoGdYMAMjDPSPMBCmrNpFwOax8bf0v7Hh3AYGJQ1iapepaBU1C4kbwWHxsGb6EfKzTLTql0D7HrEUf3oIhUFN5OMtkaku/x2+2Z7Dq8uO8uG4VgxoFF5BUKekpBDqdXB8zQpUOh297nuYJj36/DZufqrCdA4+agXtHoZBPy995ufyRxDWfknimM1JsEJOorb6oFuZq4wLtgsVnhMEgdig2AriWhRFSs7moNJoMMbEXr2bCkiShLXMhcvmJThcg0avJKvIhiRBSnTNbmk+sxvR6kERrq1kEXo1Tud5vF4TohiNw+FFqVCgt1iQeb2okpKQXVVX8IcX1iDQt8+p695WFEV2797NunXrUCqVDBkypMYmKaZCBxtnHyc/y0Rco1B6T2hESEQVJ09bUaCgsfQUjJ0NKf1v8KjAW1iEdfUqzGkrcR0+TNDwL6r8YkmSRPy/K0erRVFiwWu78ZacZ3z8K8if2olfqefTTz9FEAQee+wx5De45Jd/YSGZmS+QlDSF5KSnbviYaqnlf4kn1z9JZlkma0evRS6r+be0a/EC0ufN4v6kfUROnM6i0C4VGoe8lFyn6sLFo0uwpL3IjpCmbGn1NFuEqEupCGFKOd1DgwMR7dAgEmq4EN5KrOl5mNPOoIoPJnxi0yobXYmixL/XHOeLzWfo3jDQBv1Gu/39Ipjz4MuLhYN/Wo9VF83CYwXMP1HAMYMMj1JAI/qJK86np07Bc/16E6qtOQp2xnSGZzY+wznrOf7S7i9MaDzhlgrVolwLqz7PwGnz0ue+RjRsHUnR54fxlTqJfqp1hcKtQouLvu9upm2cngcb+i6lfKSmptI4IY79C+f2y11RAAAgAElEQVRQnn+ext160Wvin34bbh81seoF2PMlPH0QjPHXHv8L8kcQ1hAoyC32+Gik16Cu5ob4ZNlJvGLlVTelTElKWMU0D1tZKbbyMiLi66FQ1dyzQ5IkzEVOPC4fxigdLiRySu3EhWoJ01d/fpMkCV+hA0mSUEbrq1xN+wlR9GG3n0Qm0yCT1cFkMoEkoXM6Ufv8qOtXtOH7wwtrpSKUHj2uXch4NcXFxSxevJj8/HyaN2/OoEGD0GqrjjZIosTR9Hy2/3AKSZToNLw+zXvHVfZwdZTBtyOg8BjcNQMaD73hef2E5+xZCt7Zj0xXOe1CdJSS8FHl3OrM7flsmHWc/oZ3aHjPfdDqHvbs2UNaWhrjxo2jUaNGNzQHmz2LPXtGYghpSevWsxCE31geXi21/MqsyVnDc5ufY1q/aXSOrTnty2WzMe3xB2gQUs6gRhZ4bAfIa4iseJ2w+iXYNwPqtoUxX19qS37B7WFruY0tZVbSy20UeAIXuESt6qLIDqZraFC10dVbgSOjmLL5J1AYNUQ81KzaJdj5e87yt8VHSIrQM65DPF+n55BvchJr1PLXAamMaP0rt8QGis8fZs3qD1kZ3Yf04KZ4JIhUKmjvkROxo4z4Ajfhza2czD9AdHQ048aNq7YWZ33uel5OfxmNQsM7Pd+hfUz7WzrXE7sK2Dj7ONpgJYMebUFEfBDlC7Nw7CskfGITtI0rXhOemLWTC1lHaKcrxuN2k5qaSueOHchat4rD61cTEhlNv0mPk9jqd+DiZC+B95tBs1Ew4tPbPZs/jLD2iiKZdhehCgXx2qqF8NGSo9Vu3zSiYnDS7/NRcjYHTXAwhshrW4GKooSpwI7fJ2GM0ZFrcuLzi6TEBNe4Qie6/fiKHcj0ShShNd8MezyluFz5aLXxCEIQJpMJj8eD0uMhWBRRJyZeclb7gwtrAZCIjh5Kaso/USpvrCrd7/eTnp7O5s2b0ev1DB8+nAYNqq+Mtpa52PzdCXKPlBKdFEKf+xoTFntVm0ynCeaMgbz9MGoaNB9z4wd4kTNjpqBMHIKguHzXJvnceHNWkLzwgwpjvR4/c17Zjt51kjHN5iE8vAa318tHH31EREQEDzzwwA1FVPx+J3v2jsTjKaVjhzTU6t9IUVIttdxG3H43vef3pld8L97o/sY1x2+aNZ39K5cxqf4uQkb9J1B4WBVFmbDwISg6Bl2ehj6vgKLqC5wkSWQ53Gwpt7K13Mq2chs2v4gANA/S0j0sENHuYND/rAYkVeHONlMy6xiCXCDigaao4qpOpdtxupSHZu7G6a3obKRVynlzVPNfRVyfdbov5UvvMtuRgARnPoN8OQzqdi9tQ0OQCwJ2s5vti05xcnchikgbpZqjyBUyRo8eXeF64Bf9fHLwE6ZnTKd5RHPe6/UeMfpbl6Ms+kW2Lz7NoXXnqJtiZMCfmqENVmHbfQHTD6cI7hOPoX/ipfEul4u5aRs4eXgfasFPamoqPXv2xH4uh/UzPsdhMtFm0DC63j3ht2Ohdy3W/yvgXf3EbohMufb4X5g/irAGOO/yUOb10VivQVmFe9qNRKwBLMVFOK0WIhISkV9HUxa/T6S8wA4IqMJU5JQ5iDVqiQiqeVXOZ3Ij2jwoIrTINNW/jyRJOBynEUUven0KgiC71LFREEVCJAndRRu+WyWsfwPJcDeCgEYdS+PGb5Oc9CxFRSvZvXsw5eW7b2gvcrmcnj17MmnSJDQaDbNnz2bFihV4PJ4qxweHaRj8RAv6PdQEc5GT+W/sZk9aNv4rbfG0RrhvcaCZzKJJcGDOTR9l+MS+uI/OQ3SUIkkSoqMU99F5hE+s3Lb40Lpz2M1euuq/RBj0b5DJ2LZtG3a7nX79+t3wMuXJk//Ebs+iaZP3akV1LbVcRC1XMyBpAOvOrsPhdVxzfJtBwxFkMvZ52sDGN8FzVeMVSYJ938C03oF0sgmLoP+/qhXVEMhrTNFrmBQXyTfNkznerTkr2jTkr0kx6OQypp0rZuyh0zRKz2DMgVN8lFvIfosd/y0InqiTDEQ91hJBIaN42mFcJ8qqHNe5fjjBVaSBOL1+3l5z4mfPoyokSSLT5uS9nAL67TlBh52ZvHoqH4vPz58To1nfPpVd0aVM3f8SHba+zE/rb3qDmn4PNWX4s60JlkcRlN8CPErmzJlDenp6YKnabeaJ9U8wPWM6oxuOZuadM2+pqHbZvCz/7yEOrTtHi95xDH2mFdpgFZ5zVkxLT6NOCSXkjnqBsS4Xmzdv5oMPPiA3Yzc2ZSgPPjyJIQP6see7r1n23hvoDEbGv/4uve6f9PsR1S4z7J4OTYb9JkT1b4nFixcjCALHjx8HAimtTz/9NM2aNaN58+a0b9+e7OxsAL7++muaN29OixYtaNasGUuXXm5m7fP5iIiI4KWXXqqw/8TERASLCUmCYo+PTZs2MWTIEABmzpzJk08+SZQ+6pKOuPuOuxndazR3tLqDLqldaNWqFa1ateLcuXOX9qkzGgNi1mK6rmOUK2QYonRIooTP7CVIpaDI4sYv1nzekoeoQCHDZ3Ij1TBWEAQ0mrpIkg+Pp/BSx8aIiAhkMhlmmQxzQQG3Msj86/V4vAUEBzerULAYFtaNo8eeZf+B8STWe5SkpGeQya4/ty82NpbJkyezYcMGduzYwenTpxk5ciQJCQmVxgqCQEqHGOIbh7F1QRa7l2dfaosenXgxYq4OhnsXwrzxsPRx8Dmh/aQbPk7D0EAqSdH7H+C7cAFFnTpEPTvl0vM/4bB42L86myTNbmI7tYO6bbBYLGzfvp2mTZtW2dq9JgoKlpF/YQH16j1GeHj3G553LbX8LzOs/jAWnlzIurPrGFa/5kZLIRFRNOrSg4xd6XTSlKDd+Rn0uNht0WUOtCU/uhiSegZWuIJvXKwpZALtDHraGfT8OTEGu9/PLpP9UkT7jTOBgiODQk5XY9DFiHYQyVr1TeUFK6N0RD3ekpIZRyn55iihoxqib1d53sVWd5Xb55ucN/ye1SFKEgcsDtKKzawqMZHt9CAA7UL0/L1+LIMiDRULstreB+azsOU/YEyEnn+99FJcaihj/68Dh9afY1eaBkl/nHXr1nE8+wQ/qBdR4C7g1c6vMibl5lchq6LkvJWVn2XgMHvoc39jGncJtLn3272Uzs5EHqwibGwqbo+7QlGizBjLcrORT+/rQ3nmbpZ9NxPR56P7+AdoO3jEdUUJf1Ps+QrcZuj259s9k5tmyYE83l5z4panPs2dO5du3boxb948pk6dyvz588nPz+fw4cPIZDLOnz+PXq/n/PnzvP766+zfvx+DwYDNZqO4+HI78rVr15KamsqCBQt44403Kvz+1TIZRqWcUq+vSjH7U4Fikb2IBesWALD++/WcOXGGDz74oNJ4hVKFRh+E02JGbwxFdo2aFAClSk5IpBZzkQODWo5NFCm1u2tsQCXIBBRGNb4SJ36LB4Wx+gi3XK5FpQrH4ylFqTQil+sCHRtjYjBdKMAhSXgKCvD7b01H2d/ZL7AiBkMrOrRfQVbWa+TkfkZpWTrNmr6PTpd03ftQKpUMGDCA1NRUlixZwowZM+jatSu9evVCUcUJShusov/DTWnYPprN351g0b/30vKOBDoMTUKpkoNKB/fMg+8nQtpfwOeGzk/c+LENHVpJSF/NnhVn8Hn8dI79AfquBGDjxo2IokjfvpWj2zXhcGRz/MT/YTC0JTlpyg3Pt5Za/tdpFdmKuKA4lp1edk1hDdBu2GiObd3IIW9rOm14DTa8FrAQ8/vBZQr49HZ9FqppXnWj6OVy+oSH0Cc8cKNf7PGyrdzGlouOIytLzECgW2D3i/7Z3YxBRKmvPxghD1ET+UgLSudkUr4wC7/JTXDfhAoX6lijlrwqRHRoTY23rgOvKLHdZGNlsYnVJWYKPT4UAnQzBvNofBR3RhiIrulYer8ccAnZ+BoY4qDVPZePSyGjzYB6NGwfTfqCSI6cPMD5U9m0VLbmb2MH0bVh158196vJ2lvIhlmZqHVKRv6lDdFJgb+ZJEqUzT2O3+7B8FAj0vdur+DyUa9Ze+6fl8W4hkrOfPMf8k8cI6FZy4CFXkydWzrHXwWvE3Z+CvX7Qmyr2z2bm2LJgTxe+iEDpzcgyvJMTl76IQPgZ4lrm83Gtm3b2LhxI8OGDWPq1KlcuHCBOnXqXGp491PwLDs7m+DgYIIuWsgFBQVd+j8EBPozzzzDZ599xs6dO+ncuWKdSJRKicnrx+yrWlga1UaMaiNWj5WzlrPXnLvOGIorz4bTYkFvrLpm4WrUWgXBYRqsZS7CFXKKrW7C9SrkNZwfZRoFMr0S0eZB1CkqOOZU2r86Gq/XjMuVj05XH0EQkMlkhMbWwXbuHDaZDJvVyr59+2q0Zb4eftfCGkCh0NO48ZuEh/ck8/jL7No9lJSUV4itc/cNfTCJiYk89thjrFmzhvT0dLKyshg5ciQxMVVHkpJaRBDb0MiOH05x8MeznDlYTJ8JjaibGgpKDdz9LSx6GNa8HDh5/BStukWUF9g5ujWPpro1hPZ/CPQRFBYWcvDgQTp27EhY2HW2Swb8fjcZR55GEJQ0a/oBMtnv/mtRSy23HEEQGFZ/GJ8d+uySV3FNRCYkklS/Lgdyc2hbX0ApEwNpHwjQ8/lfvF1zpErJiOhQRkSHIkkSuS4PW8oCInt1iZl5BYF0jkZ6zSW3kc7GoCo7sV2JTKMgYmJTyn/IwrLuLH6zB+OIBgjywPn2rwNSKwgNCPS1KbN7eWruAf45rCmh+podA37C4RfZVGZhZbGZH0stmH1+tDIZfcKDGRRh4I7wEAzXW7gpCDDsv2DNh2VPQkidShapGqOcw21Wsdm1l575wxCkXDZ8t4ngoUZatKneRep6EUWJXUvPsH9NLnXqGxgwuVmFXgmWtblYT5VwpoWDvQu+vCSoe/XqRUxMHUZ/soXuln1ErNtHmVbLgMem0LRn39+uhd61ODAb7MW3rXX59fCP5Uc5lm+p9vUDZ014/BVrCpxeP88vPMzc3VWL0CaxIbw6tObv05IlS7jzzjtJSUkhLCyM/fv3c/fdd9OtWze2bt1K3759mTBhAq1bt6Zly5ZER0eTlJRE3759GTVqFEMvBuacTifr16/niy++wGQyMXfu3ErCWiuXEayQY/b5qm1oBRCkDEIlV2H32msYBSqNBpVWi8NsQmcwXvf3Uxuswu8TcVg8aAQotnqIMdSc0iQ3qBFdPvzlLoQoXbXvJQhyNJo6OJ3n8HrLLvXlEASBoLp1UWRnc04UWb58OadOnaJ+/fps3bqVOnXq3HD17+8sx7p6oqLupGPHlRgMrTl+/GUyjjyO11t+Q/tQq9UMGzaMe+65B5vNxrRp09i6dSuiWLnFOATusHrd24gRz7YGYMn7B9g45zhupy+QKzlmBjS/Gzb8KxCtuoU5PDsWnUQhuGlfbz+0fxiAdevWoVKp6FFNA5nqOHX6TWy2YzRp8h80mpr9J2up5Y/MkPpDkJBYcWbFdY1vr9qHw6fkmPnKegUJDn73y0ywGgRBIFGr5v66EXzZLImj3Zqxpl0Kf0uuQ5RKwaz8Eu7LyKZRegbD92fxdvYFdplseKvJXRQUMkLvSiG4dzz2PQWUzjqK6A4I6RGt6/LmqObUNWoRgLpGLe+MacGf+6Ww+sgF+r2/mdVHCqqdq8nr4/uCMh7KyKZpegYPHclhfamFAREhzGyWxLFuzfiqWRKjY8KuX1T/hEIVsEWNSIH59wWcnC5S4izhT2v/xOzM2fTs0o6n/3U3vVoNR/Cq+WHp98z/ehm+aiJ614PL7iXtk0PsX5NL0x51Gf5s6wqi2nQwny1btzBfv4P0k3tISEhg8uTJjB8/ntjYWGYs3kiTXV/SvHgXKZ268uB7n9Gs1x2/X1Ht98K2DyG+I9Trcrtnc9NcLaqv9fz1MnfuXMaNGwfAuHHjmDt3LnFxcZw4cYI333wTmUxG3759Wb9+PXK5nNWrV7Nw4UJSUlJ49tlnmTp1KgArVqygd+/e6HQ6Ro8ezeLFiy+lPFz53YlWKfBL4KtBpwiCQJgmDI/fU2VB45XoDaH4fT5cNusNHbfeqEatUxIsCVitbnzX+BwDKSEaJK+I31p1ndxPKBQG5HI9bnchoui7vA+5HHVCAhqPhzanT5OZmcmKFSswm803NPdL+/s9uYK0a9dO2ru3Zos9SRI5e+5rTp9+B6UylCZN3iY8rNsNv5fdbictLY1jx44RHx/PiBEjCA+vvvOg1+Nnz/JsDq47iy5ERc97G5HUIgJEP6yYAvtnQecnof9rP7stcX6WicXv7qdj0BzaPX4/JPfkzJkzzJo1i379+tG16/UvWxYVrSbjyBMkxD9Mw4Yv/6x51VLLH4GJqyZicptYMnzJNUWN9KqRL0+1xepTIyEQ/P/snXlcVGX7/9/nnNkHmGEHUdkUFxRMUdO0XCrTXMs2W7Tvk2W/LLO0stWnemx5LLPVx2xPLTM1UzPLPTXXXHADRMAF2WGAYfbz+2MQQXbUUJv368UL5pz73OeaYRg+5zrX/bkUVvoGpdHBkAvTG7a45+/A4nSxy1RantEuYV+xGRnQSyK9jF5c7+tFX19v2us11Z5zyfZMCpeloAzzImBsLJJ37dnow5kmnl60j0OZJkZ0acH0Ye7s9RmrvdzJo5CthSU4ZAhVK7klwMCQAAPXGr1Q1uFX22iKTsKnA0FUwEO/s9+aw+QNkzFZTbzc62WGRZ8rw8s9bWLBVz+Qbz2BF8GMvvM2IjrWbyVWmbzTJfzyyQGK8y1cf3cMsX3PlQhYLBa2rd/Cn39uwyo4iGnTlhv69yMszD3Gai5lzZefkbRxDVaND3dPmkxU14tr9dcs7F0IyybAmEUQM6i5o6lCY1xBrntzXY2lT2FGLVueG9Ck8+fl5dGyZUuCgtwLB51OJ4IgkJ6eXuXvb+bMmaSnp/PBBx9UOX7Xrl08+OCDHDhwgNtuu40tW7ZU2ApnZ2ezfPlybrzxRhISEli4cCFt27YF4KMF3/H7qpX8+M3XfP3VV+zatYsPP/ywytxOl5MZ788gPSmdeR/Pq/U5yLJM3skMQMC/ZatGXQDKLpn8LDMOmxOXl4JQf129xzjyLbjMdhRBujpLQpxOC6WlKSiVRrTaquvQDu3bjzhuHD8NGUyZ0l1WNnfuXE6fPt2oD5+rJmN9FkEQCW/9EN0TlqBQ+LB371iSkv+D01nzgpra0Ov13HHHHdx2223k5OQwZ84cdu7cWevKUaVKovftbRj9XAIaLyWrPt7PmnmJlJU6Yehs6PEwbPsQVk2BWjLgDUGWZbYsOoheyiO+mwuibsDlcrFmzRoMBgM9evRo8FxlZSc4fOQ5fLzjiI6+uKUqHjxcrQyLHkZqUSqH8g7VO/aIvR2lTjUyIiBQ7NCwJrMth23tLn2gjUAjifTx9eb56BasTogpzwpHMDrYl1SzlZdTTtN/51Hith7ksUPpLMzM45TFnR3y6hmK//0dcWSZyf5kH/ac2l1TOoT68NPE65h8Yww/p2Rz7aKdXLf5IF22HmRa0klOWexMaBXEqm5t2d2rI2/EtKSvn/fFFdXgrrG+dxFYCln8/QjGrR6HUlTyzZBvqohqgIAWPkx89kG6d+5DiZzNNwu+5OdP/8Rsqjs7dpbUv3L48a3d2K1ORj7VtUJUWywWNm3axHvvvcfG7ZsJFnz5v3vGMua+eytEdfKOrXz51KMc3fgb+43x3PGfD64OUe1ywR/vQnAnaNv4pmqXE1MHtUN7XldSrVJi6qCm/40vXryYBx54gPT0dNLS0jhx4gSRkZFs2rSJ06dPA26HkP379xMeHs7p06fZs2dPxfF79+4lPDwck8nEH3/8QUZGBmlpaaSlpfHRRx+xcOFCAPr168c333wDuG2IV//wPd36Xk+hvfY7M5IooVPqsDqt2J21Z60FQUBv9MVhs2Irq99JqcqxooBvkBZEAaHEgcXqqPcYyaACUcBZYK3T4UOSNKhUAdjtBTgcVUtaBJWSsHdmUnaBC4Cv2mJab++O9Oi+jJSUtzhx4nMKCrYS23EWXl4Nt/MRBIG4uDjCw8P56aefWLlyJUeOHGHEiBH4+NTsnR0U7sMd07qz59d0dq1K48ThAvrc2ZaYW95CUGhg6/vgsMCw96EBq2XPJ2V3NtknrAzw/QHl4JkAJCYmcubMGUaNGoVS2bAFQi6XjcSDkwDo1Ol9RLFhNY8ePPzTGRQxiDe2v8HyY8urNUg4n805ETjlqh/eDllic04El7NLrq9Swa2BRm4NdDsCnLTY2FxQzOaCEjbmF/NjlrvMLlqrdruNBHqR8H8dcXx7hJxP9rHuOj/esZs5o4IQG0w1+nJPz3ASS8pYlVPELz5OzNe5s76mvFI6S0re6NWGbv51tzO+mNiCOjDjmiH8mP0nvV063h78LQZdQI1jRVHk1ttvpF3nSBYtWsSeE7+R9vop+g3pSez1YdWbhuHOuu1YeZxdK9MIjvThloc74+WrxmKxsGPHDrZt20ZZWRkR+hbE28Lo8GBvNG3dC71K8vNY+/kcUnZuQxvckkUt+nPf0D60bVn7XdMriiMrIDcJbv/sgu/gNjdnFyheTFeQhQsX8txzz1XZdvvttzNu3Dj8/PywWt2Jwh49ejBx4kSysrKYMmUKp0+fRqPREBgYyJw5c1iyZAkDBgxArT5XcjRixAieeeYZrFYrL730Eo8++ijx8fHIssygQYO4fcwYsm12ZFnmyy+/ZNmyZRXH/vnnn7Rs2RK90t3HI9+aT7Cu9rs3Gi8vSvLzKC0sQK3T1zquJkRJdDuFZJkpyi5D1UKPWIc/vyCJSEY1znwLrhJ7nXfO1OpAHI5CLJZT6PVtEIRz83oPGIDXhg2UXMD78qorBamJ3Nz1HDr8LE5nMW2in6Nlywca/eEtyzK7du1izZo1SJLEkCFD6Ny5c53z5J8uZd03h8k6biK8kz833BOD9/5ZsPEt6HwHjJxTd0e283DaXcx/cQOq0uPceVsu4oBnsdvtfPjhh2i1Wh5++OGK1cL1kZw8g4wTn9Gp04cEBw1ucAwePHiAqRun8mfmn6y7Yx1KqfaL2XfuHlbr2oq2PXsTHNmG4MhogqLaXP4tp8uRZZkjpRa320h+CduKSjA7XYhAnFaD4WQJ24wSNuncZ6PkkvERRQrKc/c9jXqGBBgZ6OvNT9sy+Gh9Cr56FTNGdeamRpZZNIUzpWd4asNTHMg9wPjAnjy24wekrg+4Ex71/G8oLCxkwfyFZOdkoStpTbhvJ/qNaU9RtpltPx2jJN+Kl68ajZeS3BMldOgdyg33tMPutFUR1DExMXQ3dkS7qRifQRH49G+F7HKxf+1qNs13W+gljLqLaSl+KBRKfpnUF3U9C0uvCGQZPu3vtp2cuKtJCaZLzT+pQcz5FNgdZJTZiNCq6lzDkGHKwOwwE+MbgyjUrjtKCwsozsvFv2UrlOrGe6ufzi1FKnWiUEn4BevqbGEuyzKOfAuyxYkiSIuorP29ZbcXUVaWgVodglodCJz7va+56262t22DU6FoUinIVZuxrkxAQH969lzF4cPPkpT8Knn5G+nQ/q2KF7MhCIJA9+7diYqKYunSpSxZsoQjR45w6623otfXfCXm10LPbVO7cWD9Sf786RgLX9tB71EPEDtAg7Du3+7M9e2f19kUojIH1mdQXATDWv2C2Nd9+2bHjh0UFRUxYsSIBovq3Nx1ZJz4jLCw+zyi2oOHJjAsehir01az+dRmBrSuvY7S2z+A4tycatsVKjU5acdJ3r610thAgqOiCYqMJjiqDcGRbRpsVfV3IggCHby0dPDS8kirIGwuF3tM5nMZbT+pmjh1igJmp4t3O7bm5gADAapz/3om3xTDzbHBPL1oH+O/3sWoa8J4ZVhHjLpLcxdt55mdTNk4BYvDwnv93mNg+EBQh8PmmWAMr9fByWg0Mv7hh1i5ciV79+4lzWJm0duFSIKyolFFSYGVkgIr7a4NofedkWzZ9keFoG7bti39+vUjwO5FztwDaDr6431DS/JOneC3uR9w6sghWsXGcdPDE5m710RGwTG+e7jr1SGqAVLXw+m/mnzX1sOlxaiQOCMKZNkc+CikWpOHfho/ik3FFFmL8NXU/jml9fahpCCf0sICjMGNt4QMNGpJKyvGYHNiyrPgE1B9ncdZBMHtbW3PMuMssCIEamsdq1D4oFB4Y7Nlo1Qaq/RAabV/P66CAvbHxzU6XviHZKzPIssyp07NJzllBpKkp2OHtwgIaPziApfLVeEvqdPpGD58ODExdZeYmHLLWP/tEU4eKSC0jYEBnf/CuO1paDsI7vzabdFXB5ZSO99O20AQ+xn+aAx0GIbZbGb27Nm0atWK++67r0GxWyyZbN8xFI2mBQndFiNJdbcN9eDBQ3UcLgcDfxhI16CuzOo/q9ZxhzevZ83cD3HYzq3xUKjU3PzwRDr07Y+ltITs46lkHU8h+/gxslJTKMg8VTHWy9fvnNCOakNQZDRevv6XtRNE6Lq/kGuIT5BlkhSBqMJ9UIV5ISiqJgJsDhcfrk/h4/Up+JVnr2+8iNlrWZb59vC3vLPrHVp5t2J2/9lEGaPO7oSlj8D+72HUXIi/q0Hz7dy5k9WrVyPY1ahLg7HoMnFJVkSnGm1pa1R6GYv3qSqCOiwsDKfJRtYHexBVEv6PdmLX6mVsX/o9SrWGG+7/F7H9biQpq4Rb39/MqGvC+O8d8RftdWh2vhwKecdg0l5QXJ7/f/7JGWuAXJudUxY7UTo13rVc0MmyzLGiYwgIRBmi6vxMKs7LpbSwgIDWESgaWK5amczCMszFNrxdAjofFV6+deslZ6kdZ4EFyahG8qr9At3lslJSmoxC4YNO27ri9548YCCO8lr2O9LSSLSUeTLWtSEIAi1b3ofRtycHD05m3/7xhIXdS9s204/MCFcAACAASURBVJAkbYPnEUWRvn370rZtW5YsWcKCBQvo2rUrgwYNqlLLVBmfAC3DJ3XhyLZMtixO4bv0NvTo8hldksYjLrwL7l4AqtprkHYvP4zVJtA7/hC0d3eo2rRpEzabjZtuuqlBcbtcDhIPPoks2+nc6X2PqPbgoYkoRAW3Rt3KwiMLKbIWYVDXXMbRoW9/ADZ/9zXFebl4+wfQ9+4HKrZr9F607hRH607nMiNWs5mctFSyjh8j63gKWakppP61q6KkRGcwElwuts+Kbm//wMtGbIfYILOGj5Zgi0zRJnf7ZRQCqpbeqCN8UEUYULf2RqVT8tRNMdzcMZgpP+zjoa93cVvXMF4ZGotBd2HNZcocZUzfOp1Vx1fRv1V/ZvSZgZfqXAMNt8f1h2A6DT895va4jqzbtlQQBHr06EFwcDBffPYVZu80KP8VuBRWSn2SKRWgbctzghpAdrrIW3AY2eLEMUDP/FeeJu9kBu16X0//sePRG31xuWSeX3oAb42CaUOuIoF3YgekbYZBMy5bUe0B/JQKsmwOsm32WoW1IAj4a/w5XXIas8NcUXddEzqDEXNRIeaiAnwCgmodVxuB3mqOlNrQSgJmkw1JIaKto4Za1ClwlSlwFtkQNYpqF/EV40Q1alUQVmsWDuU5W8CgyU+S+dLLyBZLo2OFf1jGujIul5Vjqe+SkTEPnS6a2Nh38fHu1Oh5HA4H69evZ+vWrRgMBkaOHElERESdx5QWWdn0XRKpf+UQGGCnP88RGBXiXqWu9q423pRbxvyX/yBGvZGB0+6DoPbk5+fz4YcfEh8fz4gRIxoU67FjM0lL/4TYjrMICam/c5wHDx5q50j+Ee74+Q5e7Pkid7WvP8N5IdgtFrLLxXb28RSyjh8j72QGcrnDkNbbp1IJifu7T2Bws4jtBX+m8XxJAZZKNdYap8wML1/uim2BLd2ENc2ENd2E/VQJlJdPKIJ1qMN9UIX7ILby5pO/MvhoYyoBXireuK0zA9o3LXt9ovgEk9dPJqkgiYnXTOShzg/VXhNaVgifDwJTJvzrVwhqmKh97ZU3cArVnackWcVL/65qY1r48zFKtpzmVMgJ/vhzId5+Adz40P+r4vaxYHsGzy89wMw74hndreX50165LLgbTmyHJw+A2qv+8c3EPz1jDZBttZNptdNWr0Yn1SyuXbKLpIIk9Ao9rXxa1TlfUXYWlpJiAsIjkBqxtuwsZ4osZBdbCFMocVqdGIJ0qLW1zyM7XNizzAgqEUVA7SUhsuyitDQZgIwMJx07dnTH+/PPZM96j1FbtzY6Y/2PFdZnyc/fwqFDU7HZ84mOeorWrR+qskK0oWRkZLB06VIKCgro1asXAwYMqNeh49iebDZ+l4Sl2EpX3RISYpJRPLAItMYq49Z8uJnjiSXcO2gHXqNeAdx2PEeOHOGJJ56o1aGkMnl5m9m770FahN5Bhw5vNPr5efDgoSqyLHP7z7ejVWiZP2T+335+u9VCbkY6Wakp7sz28WPknUjHVd78QaP3qhDbZ78bg0IQLlIL9bpY8Gca/y0sqOIKMubaiGrjXDYn9pPFWNNMbsGdbkK2uOMXvZVYgnT8mFXI7yWlxF0TyovDYzFoG569/uPUHzy76VlkZN7q+xZ9W/at/6DCDJh3I0gqeOh38K67wyZQ0Yyjvn3mfdnkLzzKcWsiOzJXcc0tQ+lz1/2otOd8enOKrQx8ZwMdW/iwcPy1l82diAvmTCLMuQ76v+DuPHoZ4xHW4JRlDpeU4aWQiNDWfnchqzSL3LJc2vq2RSXVnkV22KzknsjAy9cPL7/Gu9s4XS6OnClGr1Tg43CbORhDdCjr8qwuseEstCL5apD0tX9uOBzFmM1ppKeb6dy5Z5V9giDslmU5oTGx/qNKQWrCz+86evZcyeEjL5Jy7C3y8jfRscN/0WgaV2TfunVrJkyYwG+//ca2bdtISUlh1KhRtGhReyfD6K5BhLXzZcviZHZvu53UAyfp/9H/I/TRD0DvfuNlHS8iOdFON+PveA1+GYBTp06RmJjI9ddf3yBRbbVmc/DQ0+j1bYiJeblRz8uDBw81IwgCw6OG887ud0grSiPCEPG3nl+p1hDath2hbc/55TpsNnJPuMV2dnkpyZ5VP+F0uH1g1To9QRFRBFXKbPuGtLjoYnvMtRGMIaLecaJKQh1lRB3lTibILhlHttkttNOKENJN3FMicA9elP1lYsv+rYR1CqRdt1BUrb0RNTX/C5NlmXkH5vHBXx/QxrcNs/vNrjejVoGxtbtpyRdDYP4d8OAv9WZXDQZDjV3aDIZzJUJFSacpXJhEviWT48rDjHltZpXf3VleX3kIi93Ff0bV7Tp1xfHHLFB5QY/xzR2JhwYgCQL+KgXZVgcWlQtNLVZ3fho/cstyybfkE6Kv/SJUoVKj1usxm4rQGX0bbLZQEY8oEuit5kyRhQB/PZY8K0XZZnxD9Ei1lXrolbjMDpxFVkSNhFDLc1AovFEoDTgc2ZjN6eh04Y2K7Xz+8Rnrs8iyTGbmYpKSX0UQlLRv/zrBQUOaNFdycjLLly+ntLSUG264gT59+iDVcivlLBmH8tjw5V6KTTKd/f8koH00O7crKXH4IiDTr9NeOk6cUuEtmZOTwxNPPIFGU3cRvyw7+WvvWIqK/qJ7wtJG+Xh78OChbrLN2dy0+CYe6vwQj1/zeHOHUyNOh53cExlVxHZO+nGcdndzB6VGS1BEVIXQDo5qg2+LMMTLxLHBWWTFmm7idGIOZw7l0soBEgIIoAzRo4rwcZeQRPigMGoosZXw4pYXWZuxlsGRg5neazo6Zf2d26qR/BssuAuiB8A939Vpjbp//35+/vln7PZzDTOUSiXDhg2jc6dOJK5Zg+J3GwpBSWFCKV1vH4lUQxOKTUk5PPD5DiYNbMvkm66iz+r8VPigW3n34deaO5p6uRwy1pIk0blzZ2RZRpIkPvzwQ3r37s2GDRuYOXMmK1asqBg7btw4hg4dyujRo+nXrx+ZmZloNBpUKhWffvopXbp0AaCkpISpU6eyZs0afHx8EEWRCRMmMH78eNLS0hg6dCiJiYkV89pdModLy/BCpkdkOOPHj+eNN87d8T57LkklISkkvvzsS7p17caYMWPo27cvjz76KADbt29n/Pjx/LllC6bsM/gEBKIzVL0z3xCcLpmjZ4pRK0VaG7QUnjEjKQSMIfoaveQBXHYnjuwyBI2Ewq92RxGXy86+fZsQxAXEx82rGOfJWF8AgiDQosUdGI3dOXjoKRITHycvZAMxMS+jUDSuFqxt27Y8+uijrFq1ivXr15OUlMSoUaMICKi5+QBA647+3P3qDWz/ZjP7d18LWwTOroSREdh8MBbF4mXInTuQnp7OkCFD6hXVAGlpH1NQsI0O7d/0iGoPHi4yQbogeoX2YsWxFTzW5bE6/VybC0mhdIvmyOiKbU6Hg/xTJ8rLSNxie//aX3H8shwAhVpNUHhUFUcS/7BWiPUkCC5J/AY1urhA2sQF0srh5ONfj7LtjxP0VKkYJsjod2dTui0TANlHYpcyEb3SyasJLzKi1x11NpWok7Y3wa3vwIonYdXTMPS9Wj2u4+Lci0/Xrl1LUVERBoOBgQMH0jLAj0X/fp7w/LaE6duguT2Mtt3b1DiHxe7kpZ8SiQzQ82i/6BrHXLFsmQ2iEno91tyRXBr2L4K1r0LRSXdXz4EvQ9ydFzSlVqtl7969APz6669MmzaNjRs3NujY+fPnk5CQwBdffMHUqVP57bffAHjooYeIiooiOTkZURTJycnh888/r3UepSjgr1SwbMUKYtq1Y9GiRcyYMaOKOJ0/fz4d4zvy7ifv8vTUp9mwdgOzZs2iV69ejB49Gn9/fyZOnMjHH3+M1suLMpOG0qJCtD6GRt+RkUSBIB81pwvLsLhcGAK1FGabMeWUYQiquY5aVEpIPiqcRVZcZQ6kWhZCi6IShcKH7JwN5Ob+RmBg0zuCeoT1eeh0EXTr+j3H0z4kLe1jCgt3Ehv7LgbDNY2cR8fo0aNp3749K1euZM6cOdx444306NGj1lsgKo2CvuP7k7x3KWXOqi4DDlnN1g0llJz5DX9/f7p161ZvDAUF20k9/j4hwSMIDR3dqPg9ePDQMIZFD+O5zc+xO2s33UOujHbTkkJBYHgkgeGRdOrvdhVyuZzknzpZYfuXdTyFgxt+Z++v7syYQqkiMDyySt12QKvWSIrq/6gOb15fqxPKhaBWSEy+tSMD41vw9KJ9fHD6DHd1C+O5hAhSD/5FyoG9dDBF0t3eAVZA5m9/omrtjTrC4Lb5a+2NWEdNZjUSHnTXXP/xrtvjuu9TtQ5VFuWhT9mPKy8XvX8AabKFdXt20MF4LS29YjDcGol399oXIn64LoX0PDMLHuqJpo7GFlccpkzYuwCuua9B9epXHPsXwc9PgL3M/bjohPsxXLC4PovJZMLXt/Ge9r169eK///0vAMeOHWPHjh0sWLCgQoMEBgby7LPP1jlHoErBL4t/4LaHJ/D9Z/NYuG4jg6/vg2+l5jFahZYe1/bgy4++RJZlgoODmTJlCs888wzdu3cnLi6OPn36AKA3+lJ4JhNraQkar+pmDfXhp1eRU2wly2QlOlCPt7+G4jwLxfkWvGvJSIte5SUhhVZEde0lIZKkx8urPUeTXsXPrw+S1IQ7XXiEdY2IopLoqMn4+/Xl4KGn2L3nLiIiHici/FFEsXEvWadOnQgPD2f58uWsXr2ao0ePMmLECIzG2m+DlDlrfrPlKi2U5OZy11131VtaYrPlcfDgZHS6cNq1e/XqqtXz4OEyYkDrAegUOn4+9vMVI6xrQhQlAlqFE9AqnI7Xu/39XS4nBZmnK8R29vFjHP5jA/t+WwW4BXpA68gq9n+5J9JZ+9knFd7dxbk5rJn7IcBFEdcAcS2NrHiiD7N/T2bOxmR+y/oau/dvdOrciev7jSbQ7out3HnElmbC9Hs6yIAIyhZeFaUj6nADkk89jWgGvOQWS2v/DYZWEHdHtSHn+5UX5+ZQnJtD++jriJV7o+0cgFef2ltcJ2cV879Nx7itaxi929R+Z/OKZNuH4HJC7yeaO5Km8ctzcOZA7ftP7gTneY4w9jL4aSLs/qrmY0I6w+A36zxtWVkZXbp0wWKxkJmZybp16xoZOKxevZqRI0cCcPDgQeLj4xtd25xbUsqOjRt48b0PKCosYsUPi+jUo0eVMYIgsHvjbvoP7k+pvRQvlRcTJkzgq6++YsOGDVQu4VXr9CiUSnebc71Xo7WJKAgE+6g5WVBGscWBj5cKp0PGXGRFUojoDdUXWgqCgOSrxpFtxllkQ+FX891+QRBoF/Nvdu+5i+PHP6RNm6YtsvUI6zowGhPo2WMlR4++wvHj75Gfv4nYju+i1TZwEUw53t7ejBkzhj179vDrr7/yySefMHjwYOLj42t8U3kpCilx+FXZJgtOyrzTadWqFe3bt6/zfLLs4tChKdgdBcTHz2t0KYsHDx4ajlah5eaIm1mTvoZpPaehVTTcE/9yRxQl/MNa4R/Wig59+gEgu1wUZmW6S0jKxfbRPzezf+3qWudx2Kys/XwORdlZyMgguz+nZBk4+x0Z2eVCLj8HuNe+VOyXZeRKX8gysU4rd4pbyU/LRra2o7WuDbvSFqIUhXPjJBkhWERn9UJv80Kf7YP+ZBHiFndywiqWUawookRRRLGikDKhxB1L5ThcQZDVB/m995GD14HaUCWOM6nJuMoXiJ5FK3nT3tENRYgO39tj6qjtdHtW69UKXriaPKsBzPmw6wvoPBr8Ips7mkvD+aK6vu0NpHIpyLZt23jggQdITEyss+vgWe69915KS0txOp3s2bOnxvH/+c9/+OGHH8jOzuZ0eTOUmvj+p+Uk9L0erU7HjSNG8Ol/32TKG2+RabVXO9eitYvIs+ThpfJCFEUeeeQRdu3ahb//ORcQQRDQGX0x5WRjs5Sh1jY+K2zUubPWZ0wWvDUK9AYVLoeL0kK3uNbU4AAiqiREbxWuYhsurQKxFqs+ozGB0NDRpGfMJfPMUtrGqOovDzgPj7CuB4XCm9jYd/H378eRoy+xfcdQ2sVMJyRkZKOutARBoFu3bkRGRrJs2TKWLVvGkSNHGDp0KF5eVYVvr34K1q+14pDPXXlZ9Gk4RQc333xzvefNyPiUvPxNtIt5FW/vjo17wh48eGg0w6OHsyxlGesy1nFr1K3NHc4lRRBFfEPD8A0No31vdxMVWZYx5WSRlZrCz7NqzsRZzaVsWfRtDRMKCAgIontdiSC6HyMI7s86QcD9TYSK7wIu2UmxvQQvXAQrg3C6lJTmJbH3lIhRp0KjkiodXz4XZ38W8RH9MAqBGOVADM4AAmzuMgU7NkzkUSTkYRIKKBEKkEXAvx1CViJC9mEIiUdU68tLroVqolpE4rqgkYiI+N/fAVFd+x3GH3afYGdaAW/fHoe/11XWNGX7/8BeCn0mN3ckTaeezDKzOrnvaJyPoRU8uPKihNCrVy9yc3PJycnB39+fgoKCKvvz8/OrrOGaP38+8fHxPPfcczz22GMsWbKEjh07sm/fPlwuF6Io8sILL/DCCy9U0x/ns2LRIvZu38bgzu6LvqL8fHZu2si1/QdUO9eb097k7c/exuq0opbUiKJYY4Zc6+VNSX4e5sKCJglrd9ZaQ0a+maIyO0adCm8/DU6HC1NeGaIkoKrBMUjyUSGXOXAUWlCq9eWfOdXx8Y4jM3MxNls2TbnX7xHWDSQkZDgGQzcOHXqaQ4enkJe3gXbtXkOprN/urjJ+fn6MGzeObdu2sW7dOj7++GOGDRtWZQVyzOiRwDK2bSilxGFEo8wh3zuTjh060qpV3dnywqLdHEt9h6DAwYSFjWnKU/XgwUMj6RbcjRb6Fvx87OerXljXhCAIGIJCMASF4B0QSHFuTrUx3gGB/Gv2p9WFcxNYmbqS6Vun46Py4d3+7xIf6G75/VdGAVN+2MexnFLu7t6KF27tgLemft9rWZZx5lncpSPpJrRpBvyzQ93lI5KAKtTLXTrib0W14V4k1bpyj2t305q5jz2Ib1kAcb43oFP44JDtKEUVu8vWEhl4Y63nzS2xMmPVEXpE+nFHwlXUCAbAWgzb50C7WxvcaOeKZODLVWusAZRa9/aLxJEjR3A6nfj7+2MwGDh9+nSFc0l6ejr79u2rcP6oCEGp5PXXXyc6OrpibEJCAi+++CKvvfYakiRhsVioyxnOZDKx989trD50FFV5V+ll337N6sU/0HfgwBrPlZqcil+cH6H62i2LBVFEZzBSkp+H3WpFWUvH6rowaJVolBJZJisGrRJBFDAEainIMlOUU4ZviA7FeWsV3CUhGhw5ZpxFVhS1tEZPT5/T6Hgq4xHWjUCrDaNr1/mkp/+P1OOzKSzaTWzHd/D17Vn/wZUQRZHrrruONm3asHTpUr7//nvi4+MZPHhwhdNHzOiRxJSvN/z555859RcMrPRGrgm7vZCDiU+iVregffsZnrpqDx7+JkRBZGj0UOYdmEe2OZsgXePb9l4t9L37gSr1xuD2sO179wM1Wsw1BrvLzru73uXbw9/SNagr7/R7hwDtuUzdNa19WflEX2b9nsSnm1LZlJTDW6Pj6Ns2sM55BUFAEaBFEaBF380tlp2ldmzp5xrXlGw5TYlTBmajEE6jmr0A9cDbULUJpH+fsSj/cqEQ3SJeKahwyU469upX53lnrDyM2eZgxqhOV9/n9e4vwVJY54LPq4KzCxQvsivI2RprcF/4ffXVV0iShCRJfPvttzz44INYLBaUSiXz5s2r4pl+Fq1Wy9NPP83MmTP57LPPmDdvHlOnTqVNmzb4+fmh1Wp56623KsYfPXqUli3PXeBNmjSJG/r3R61Rc1Z/9x8ylNkvv4QfrhrPNf+T+bSZ1YYgbd2fgTofA6WFBZiLCjAENX5Rq1CetU7PK6XAbMdPr0KURIyBOgrOlFKUXYYxRId03kJFUS0heqlwlZSXhNSQ2bZYMxsdT5XYPD7WTcNk2k/iwcmUlaUTHv4IUZGTEMV6FsHUgMPhYNOmTWzevBlvb29GjhxJVFRUxf7s7Gw++eQTevToweDBg2udR5Zl9h+YQF7eRhK6LcLHJ65Jz8uDBw9NI60ojWHLhvF0t6cZ12lcc4fTrFwKV5DcslymbpzKrqxd3NvhXp5OeBqlWHs2ek9GAVPLs9f39GjN80PaNyh7XRuyw4XtVAm2tCKsB1OwZZhxUX7HUsCd3T4Pyagm9Lke1XcAW1JyuXfedh4f0Ianb67eKOaKxmGF9+IgMAbG/tzc0TSay8HH+nKiwO4g02rH7nK/ydWiQDt9zQ4cZfYyUotSCdGH4K+tu8OiKTeHMlMRAa3CkerpVF0TsixzLKcUh9NFTIg3Ynk8dquTwiwzklLEGKyr5nEtu2Ts2WYAlEG6ipKQs7/3LVv6YrG6687/36MnOXrU2qirXk/Guon4+MTRo/tykpNfJz19Dvn5fxDbcRZ6fVT9B1dCoVAwYMAAYmJiWLp0KV9//TU9e/YkODiYjRs3VnTzqssDG+Dkya/Izf2dtm1e8IhqDx6agQhDBHGBcfx07CfGxo69+jKQjaBD3/4XzQEE4EDOAZ7c8CRF1iJm9JnBsOhh9R7T9Wz2+rckPt1cnr2+PY4+bZvmuiEoRNTh7mY03je0Qt7xGY4Vz2Br/TAFKV1rPMZZWPMCNovdyYvLEonw1/FY/5p9ra9o9i6AkjNw2/+aOxIPFwFfpaLCXi/PZuekxU6Rw4lRWV1CapVatEot+ZZ8/DR+dX4O6g1GzKZCzEWFeAfUfVepJoRyh5DjuaXkl9oIKF+joFRL+ARoKMopozi3DJ/Aqh7XgiigMKpx5JbhNNlQGKuWokRFT+HIkRdwucpoCpdfN4MrCIVCT4cOb9C588eUlZ1kx87hnDr1XZ01S7XRsmVLHnnkEXr06MH27dtZvnx5lRa5a9asYf/+/TUeazLtJznlTQICBtKq1YNNfj4ePHi4MIZHDSelMIWjBUebO5Srhh+TfmTs6rEoRSXfDP6mQaL6LBqlxLQhHfhhQm/UCpH7PtvO80sPUGJ11H9wPQg9/oWy72j0J19G0tYsoCVjzbWjH284xvHcUl4f2fnq8qwGcDpgy3sQ1g0ib2juaDxcZPyUCtSSQKbVjqsWreOv8cfmtFFiL6lzLkmpRKv3xlxswuV0NikeL7UCvVpBtsmK03UuHrVOiZevBmuZg5KC6n+fokbhbnleYsNlrXru0JARtG//HzTqFjXdiKoXj7C+CAQFDuLanqswGrpy5OgL7D8wAZstv9HzqFQqhgwZgl6vr7bPbrezdu3aatsdjmISEyehUgXQscPb/+gsmQcPzc0tkbegEBUsP7a8uUO54rE5bUzfOp3p26bTPaQ73936HR38m3Z7vlu4L6sm9WV830gW7shg0KxNbEnJvfAgB74CnW7Hx/4+glS15lRQivgMiqh2SEp2CXM2HGNklxZNzp5f1hxcCgVp0OepWjtVerhyEQSBFmoVNpdMnr3mC1RvlTcKUUFeWV698+mMvsguF2ZTUb1ja4snxEeDw+Uir7SqgNb5qNB6qygrtmE22aodKxnUIAk4C6ov4gwNGcF1120mOcm2u7ExeYT1RUKtDqZLly9p2+YF8vI2sX3HEPLyNjdprtLS0hq3V85gg7u+6PCR57FYT9Ep9j2Uytqbznjw4OHSY1Ab6NeyHytTV+JwXXhW9J/KmdIzPLj6QX5M/pF/dfoXHw/8GKPmwj7fNEqJF27tyOIJvVArRO6dt50XLjR7LYow8hP0UXaM4iwkMRdwIYl5GBPy0F9TdQGXLMu8sPQAGqXIC7dehVaoLpe7S2Vge2g3pLmj8XCJ8FFIeClEsqx2HK7qOV1REPHT+FFqL8XisNQ5l1KtRqXTYTYVVvjGNxa9WoG3RklOsRXneXN4+apRaxWUFFiwmu1V9rlLQjTIDhfOGoR3U/EI64uIIIi0bv1/dE9YglJpZO++cSQlv46zkUbxNa3urWn7qdMLyc5eRVTkUxiNCU2O24MHDxePYdHDyLfks/X01uYO5Ypk15ld3LXiLlIKU3i337s82e1JJPHilUt0C/dj1aS+PNQnkgU7MrjlvU1svZDstUINcXeglzYQqhpHS81wQlVj0Sc+7G53XYnFu0+y/Xg+04Z0IND7KvOsBkj+FbIPubPVjezw5+HKooVahVOGLJu9xv2+Gl8EQSDfUv/de73BF5fDSVlJcZPjCfFR43TJ5JRUFciCIOAdoEWhkjDlWrCfV/YhahWIOiWuYhuys2nC/nw87/xLgLd3B7onLKNlywc4ceILdu0aRUlJw2suBw4ciPK8FbJKpbKK3V5xyRGSk1/Dz68v4eEPX7TYPXjwcGH0DeuLUW3k52NXnhtCcyLLMvMPz2f8mvH4qHxYcOsCbgq/6ZKcS6OUeHFoR354pBdKSWTMvO28tCyR0qZmrze/SzVbEHsZ/PQYfH8frHoG87qZ7F35P8aGZnBXpA1s5gt+HpcVsgyb3wFja+h0e3NH4+ESo5VE/JQSeXYH1hoEqUJUYFAbKLQW1nv3TqXVolSrMRcVNmmNGoBWpcCgVZJbbMVxXjyiKGAI0iJIAkU5ZpyOqvslgwpEAVepA9l54U55HmF9iZAkDe1iXiE+/jNs9jx27hrJiRNfNuhNExcXx7Bhwyoy1AaDgWHDhhEX53b7cDhKSUx8HIXCQGzHme5OZB48eLgsUEpKBkcOZl3GOkw2U3OHc0VQ5ihj2h/TeHPHm/Rp2YcFty4g2hh9yc+bEOHHqif68q8+kXy7PZ1bZm9i27H660KrUXSy5u1OG+Qkwb6F6Da9xn/kD/h3wXOIH3WDGaHwZmv46Fr4ZpRbhK/7D+z6HI6uhsx9UJLjLq+4Ekj7A07uhOsmgeQxHLtQJEmiS5cuxMbGxVvgBwAAIABJREFUEh8fz7vvvour/L2wYcMGDAYD11xzDe3bt2fKlCkVx02fPp2ZM2dWmSsiIoLcXPddmaysLMaMGUNUVBTdunWjV69eLF26tMr4bt26YbPZiIiI4Pbbz10kLV68mHHjxlU8DlErmXT3nfTq3bvK8dOnTycsLIwh1w1hWO9hfP7N51X2z5w5k/bt29OpUyfi4+P55ptv0Bl9MZeU8PjEiURHR9O2bVtGjBjByZMnycvLo0uXLnTp0oWQkBDCwsIqHttstorukcE+GlKPJTNo8GDatGlDhw4duPPOO8nKykKSRIyBWmQZCrPNuCqJb0ESkYxqZKeL4s21/C03As+7/xIT4N+Pnj1WcvjwNJKSXyMvbyMdOryNWl23tUxcXFyFkD6fo0mvYDYf55prvkGlugoXv3jwcIUzPHo4C48s5Le037g9xpO9q4uTxSeZvGEyR/OPMrHLRMbHjUf8G5MFWpXES0M7ckunEKb+sI97Pv2TB3qF8+wt7dGrG/gv0tCy9rbWE3ew7Vge//p0A0/19OKheA2YTkPxaTBlQnGm+3H2YSjJAvk8IS2pwDsEvFuAT+i57z4tKm0LdZekNCeb3wF9EHS5r3njaAZWpq5k9p7ZnCk9Q4g+hEldJ11wB1atVsvevXsBdz+LMWPGUFRUxL///W8A+vbty4oVKygrK+Oaa65h1KhRXHfddXXOKcsyI0eOZOzYsSxYsACA9PR0li8/t9g6LS2NsLAwVCp3X45du3Zx8OBBYmNjq81XajKRtG8far2exOQUOrU9Zx05efJkpkyZwvo96xl2wzDG3TMOlUrFnDlz+O2339ixYwc+Pj4UFRWxbNkyNHov3pz1HiZTMUlJSUiSxBdffMFtt93G9u3bK16L6dOn4+XlVeViogKnnUkP3s3TL73OI/ffiVISWb9+PTk5OQQHB6NQSRgCtRRmmSnKLcMYpKswfBC1CgSlhGlVOtpYf5SBjW+1fhaPsP4bUKkCiIuby6lTC0hOmcH2HUPo0P4NAutodVsbmZk/cubMUiIjnsDPt9cliNaDBw8XSqx/LJGGSJYfW+4R1nWw5dQWntn0DDIyHw38iL4t+zZbLN0j/Phl0vW8/esRvtyaxvqj2fx3dDzXRtXd5AKos6211eHkhWUHCPDz495brwdVHfXiTodbXJ8V28WZYDp1ToBn7oekX8FeQxmJzr9caJ8nwCtv0xgvjVPHqT2Quh5u/Dcoa24TfbWyMnUl07dOx+J0L9LLLM1k+tbpABcsrs8SFBTE3Llz6d69O9OnT6+yT6vV0qVLF06dOlXvPOvWrUOlUjFhwoSKbeHh4Tz++OMVj3/55RduueWWisdTpkxhxowZzJ8/v9p8P/74I8OHDUX08+eLBQuZ+fKL1ZzJusV2Q6PVcCLrBNGtopkxYwbr16/Hx8fdXMlgMDB27FjMZjPfL/6RP9etxWmzIWm1PPjgg3z++eesW7eu3s7TAAsWLKB3r17ccONgsk1Wwny19O9f1U9fpVHg46/FlFdGcZ4Fb393oxtBEBB1CgSFRMGPyQQ+HFfROKaxeIT134QgCLRseS++vj05ePAp9h94hLAW99C27fNIUsOujEpKkzly9BWMxp5ERk68xBF78OChqQiCwPDo4czeM5sTxSdo5d2quUO6rJBlmc8SP+P9Pe/TxrcNs/vNppVP879GWpXEK8NiGdwplKmL93H33D8Z2yucZwe3R6eq499lHW2t5/yeTGpOKV/9Xw+0dYlqcJdQGMLcX7Uhy2ApqjnrfVaIn9oN5hoWZCq0dWS9y797hTS8lGP/ovLnfAIQQOvbsOOuIN7a8RZH8o/Uun9/zn5srqoL5ixOCy9veZnFSYtrPKa9X3ue7fFso+KIiorC5XKRnZ1dZXtBQQHJyclcf/319c5x8OBBunatuZnRWVavXs2sWbMqHt955518/PHHpKSkVBu7cOFCXnnlFdS+/tx39528+Py0ikYyZ0lOTCYiOgLRR6S4uJji4mKio6uXeaWkpNA6PByD0UBpUQEqrRaAhIQEDh482CBhnZiYSI/uCfjqleSbbQR6q1Apqv/NabyUOB0uSousSAoRfbnfvCAKGIdGUbA4idI/M/Hq3aLec9aER1j/zej1bUhIWExq6izSMz6loHA7sR3fxcenc53HOZ1lJCY+gSRp6RQ7C0G4ypoKePBwlTE0aijv73mfFcdW8GiXR5s7nMuGUnspL/zxAmsz1jI4YjDTe09Hp2z6bddLQY9IP36Z1Je3Vx8tz17n8N/RcfSsK3sdd+c5gV1Oak4JH21IYVh8C26IaXxnuRoRBNAa3V/BdVj2OaxQfOac6K4Q3uXfT+xwf3eebzMmgFfweVnvUPAJq7rt6C/nZellWP2sO1N/3utwNXO+qK5v+4VQeY3W5s2biYuL4+jRozz33HOEhIQA1NrLoqbtjz32GH/88QcqlYqdO3dis9k4efIkUVHnOkhLksTUqVN54403GDx4cMX2rKwsUlJS6NOnDwBKhZJNf+1lWPduAMyaNYtPP/2U1NRUvv/pe8x2M2bRXGt8siwjCAI6HwMlBfk4bDYUKlXF9sYQ7K2hwGwny2SllV/Nny06g6pCXIsKAa2Xu/RF1y0I8/4cClcew7ThBJ1D2nVr1MnxCOtmQRRVtGnzLH7+13Po0BR27R5NVNRThLd+qFbBnJT8GqWlSXSJ/wK1OvhvjtiDBw+NJUQfQo/QHiw/tpwJ8RM8zZuA1KJUnlz/JBmmDKYmTOX+jvdftq+LTqVg+vBYBncKYeri/dw190/G9Y7gmVva1Z29LkeWZV5clohaIfLS0KY1trkgFGrwDXd/1YYsgzmvuug+W35ScBzSt4ClsIaDBWp0Qln76lUlrOvLLN+8+GYySzOrbQ/Vh/LFLV9ctDhSU1ORJImgoCAOHz5cUWOdlJREnz59GDVqFF26dMHf35/MzKrxFBcXYzQaiY2N5ccff6zY/tFHH5Gbm0tCgtuud/PmzRVCuTL3338/b7zxRpU66++//56CggIiIyMBKDKZWPHDD/SKjwfO1VgvWbKEx8c/zsodK3H4ONDr9aSmplYR7wBt2rQhPT0dhygiCAKlRQUYAoPZs2cPw4Y1rNtqbGwsGzduRKkQ8deryCuxEuitrrG7qSAIePtrcDllivMsSJJYsV0dY8SaVICrid7WDVohIgjCLYIgHBUEIUUQhOdq2C8IgvB++f79giB0Ld/eThCEvZW+TIIgPFm+b7ogCKcq7fvHucn7+faiZ4+VBAbcxLFjb7Pnr/uxWE5XG3fmzHJOn/6e8PAJ+PvXf7vHgwcPlwfDo4dzsuQke3P2Nncozc7ajLWMWTmGImsRc2+aywOxD1y2oroyPaP8Wf1kX8b1juDLrWkMnr2ZHcfr9+Zd+tcpth7L49lb2hPkfZnWHQsC6AMgNA5iBkHCg9D/eRjxEdy/BP7fNnguHZ7PhMf3wNgVcNun7lrq2po91+aQcpUyqeskNFLV369G0jCp66SLdo6cnBwmTJjAxIkTq/3NxMTEMG3aNN566y0Arr/+epYvX05xsdsTesmSJcTHxyNJEgMGDMBisfDJJ59UHG82n6vXX716dZWs9FmUSiWTJ0/mvffeq9i2cOFCVq9eTVpaGmlpaezZvZs1SxaTZbPjrJRZv+2220hISODXH3+lyFbEM889w2OPPYbJ5HZMMplMzJ07F71ez9ixY5k69RlUOj2W4mK+/OILzGYzAwYMaNDrNGbMGLZu3crKlSsJ8lYjCALfL/2ZAwcO1DheEAR8ArVISpGi3DKc5U4hpX9U12GNod7LbsGdQv0IuAk4CewUBGG5LMuHKg0bDLQt/+oJfAL0lGX5KNCl0jyngMq+LrNkWa7qC/MPQ6k00qnTB2Se+ZGkpFfZvuNW2rd7HZfsIPXYTCxW95WnVhtOVOSTzRytBw8eGsONrW/kdcXrLD+2nGuCrmnucP42zndJaO/bnvUn19PJvxOz+s8iRB/S3CE2irPZ60GxITzz4z7umrvNnb0e1L7GuumCUhuvrzzMNa2NjOnRuhkivsiodOAf7f46y855tTihtPz74roMOLtA8WK7gpSVldGlSxfsdjsKhYL777+fp556qsaxEyZMYObMmRw/fpy4uDgmTpxInz59EASBoKAg5s2bB7iF5LJly5g8eTJvv/02gYGB6PX6ClG+YcMGXn311RrP8a9//YvXX38dcDuHZGRkcO2111bsj4yMxM9gYN/OnZQ6XVRuZ/fyyy9zz5h7GHL3EO4cdydlpWV0794dpVKJUqnk6aefBuCNN95gypQpJFx3HbLTRbt27Vi6dGmDL8C1Wi0rVqzgySef5Mknn0SQFETFdOCGjz6o9RhRFDAG6Sg4U0qZyU5pkRVnYeOa+p2PUJ+vsiAIvYDpsiwPKn88DUCW5TcqjfkfsEGW5YXlj48C/WRZzqw05mbgFVmWryt/PB0oaYywTkhIkHft2tXQ4VccZnM6Bw89hcm0F5CAcx2CRFFN+/ZvEBoyotni8+DBQ+N5fvPzbDixgfV3rUctXYXd9s7jfJeEsyQEJzDnpjlX/GtQanXw1uojfL0tnQh/Hf+9I57uEX5Vxjy7eD+L95xkxeN96BDq00yRXmL2L6rZCWXY+1d8Kcjhw4fp0KEZyneakZMnTzJ+/Hh++eWXC5vHYiPP7qCdToNGqloUkW5Kx+Kw0Na3bb2WmoVZmdjMZgLCIxCb2HnV4XJx9EwxepWCiAB9nWPtVid/7dpP2kYHfQQXriJ3GciQr8azP/NIo26tNaTGOgyofFl6EndWur4xYUDlQp+7gYXnHTdREIQHgF3A07IsFzQk6KsVnS6cbl2/Y9Pm7jidVVt7ulxWUo/N9AhrDx6uMIJ0QRTbi0n4NoFQfehFyWZdbGRZxiE7cLgc2F127E77uZ9d536uts1Zff+7u9+tJqoBTpWcuuJFNYBereDVEZ24pVMIzyzez53/28aDvSNpH+LN7LXJnC4sQwYGtA+8ekU11OmE4uHKo2XLlhcsqgGCVQoK7A4yrXYidVX/3v00fmSYMjDZTBjVxjrn0Rt8sZSUUGYyoTc2zW1GIYoEeqk5Y7JQanXU6UuvVEtovZTknijgeKQ3EUoR2d605kwNEdY1KfXz09x1jhEEQQUMB6ZV2v8J8Fr5uNeAd4D/q3ZyQXgYeBigdeur4JZaPYiiEqezpMZ9Z8tCPHjwcGWwMnUl8w+f83/NLM3k5a0vc6L4BNeGXntOxMrlIlWuXdRW+bmhwve8+eua91JzpvTMJT/H30nv6AB+ffJ63vzlCJ9vOV5tKd/WY3ks++sUI6+pwzrvSqcGJxQP/2yUokiQSskZq51ihxPvSnZ3XkovVJKK/LL8eoW1UqNBpdViLipEZzA2eT2Gv5ea3BIbWSYLUYFedY5VqCT63hXDpu+ScLbWE2q31bqUoM55GjDmJFDZYLQlcH5ld31jBgN7ZFnOOruh8s+CIHwKrKjp5LIszwXmgrsUpAHxXvFo1KFYrNWL5zXq0GaIxoMHD01l9p7Z1bK3NqeNj/Z+xEd7P2r0fAICKkmFQlSgFJUoRWWNPytEBUpJiZfSC4W6lv2Vt0n1zNWIsfetuo8sc1a12K+0uuqGoFcreG1kJ35JzCS35DwvY7uL//569OoW1h481ECgSkFeedbaSxIrRLEgCPhp/DhTegaz3Vyvzabe6EtB5mksJcVovZt290cSBYK81ZwuKqPEYsdLo6xzfOd+LUlLzOVAYj4HgEJn42VnQ4T1TqCtIAiRuBcf3g2MOW/MctxlHd/hLhMpqlxfDdzDeWUggiCEVhozCkhsdPRXKVHRUzhy5AVcrnO1a6KoJSq6hhaeHjx4uGypK0v7vxv/V69QrSxmFYICqYm1hn8nk7tNrlZjfbFdEi438kpqtuU6XVhW43YPHq5mREEgVK0ko8xGgcOJX6WmMUa1kWxzNvmW/HqFtUqrQ6FSUVpYiMbLu8lZaz+9ipwSK2dMVqLVinrnyT9d2qTznKVeYS3LskMQhInAr7hX1H0uy/JBQRAmlO+fA6wChgApgBl48OzxgiDocDuKPHLe1G8LgtAFd6I9rYb9/1jO1lGfdQXRqEOJip7iqa/24OEKI0QfUqvHbe+w3s0Q0aXnUrkkXM60MGo5VYOIbmHUNkM0Hjw0P0aFRI4kcsZqx6CQkMrFrCRK+Gp8yS/Lx66zo5RqzyALgoDe6EtRdha2MjNqXd0LEGtDFAWCfNScKiij2OLAR1t31rok/8JcQRrUIEaW5VW4xXPlbXMq/SwDj9VyrBmo1q5KluX7GxXpP4zQkBEeIe3BwxXOpK6T/nHZW3CL66tZSJ/P1EHtmLbkAGX2c05OWqXE/2/vvuOjrNIFjv/OlMykhxQhEKRDgJAMIbALghvAAoi0dQUstFVUQNFFsaBernUVVtDVvcKuCAgmriAiWFmEBewQYgQDUoy0UFJIrzPn/pFkyJA2pBiE5/v5zIe85z3lmZldfHI47zkPXd+tGaMSovkopWhtMXMov4i04lJaWs4ls4HWQNIL0skoyqClV+0H3ll9fMjNSCfvbGa9E2uAFl4enMkp4mR2Ib7W2metfQItDUqu3TogRgghxIW7oeMNzB8wn1DvUBSKUO9Q5g+Yf1klnZeDMb3b8Py4XrQJ8EQBbQI8eX5cL1lfLerNx6fmB+2ioqKYOHGiS9mUKVPo0KEDNpuNqKgoNm/e7LxXUlLCI488QpcuXYiIiKBfv37OHUDat29Pr169sNls2Gw27rvvPmd/bdq0oaioLMFMS0ujffv2FBYWEh4e7nLoyosvvsjdd9/tvB42bBiDBw9mYEwfRvfuRecrgokq7//LL7/kuqHX8fOen8kszMShHaSkpBAREQGU7aXt7+/vjKd372i+2Z1IcUEBRqPRWW6z2ViyZInzZx8fH7p164bNZmPSpElVPjODUrT0s1JYYieroKTWz77/6E6YPOqfHsuR5kII0YQut9nby9WY3m0kkb5MZW3YwOlFiylNTcUUGsoVD9yPv5vHcF+o5ORkHA4H27ZtIy8vD2/vc7O4CxYs4KabbmLLli1Mnz6dAwcOAPDEE0+QmprKnj17sFgsnDp1iv/+97/Odlu2bCE4OLjKWEajkWXLlnHPPfc4y6xWK4sXL2bGjBls27aNEydOsGTJEirOGCkoKCAjI4Nvv/0WgM82f84zCxawet162np6OPvxs/hhd9jJKsqqMm7Fce0VHHY7aUdS8LRaSUx0PcX2rrvKVhHHxsaycOFC5/Hs1QnwNHPGbORUdhH+nuYaZ627/q7sQeuv1h+qsa/ayIy1EEIIIUQ9ZG3YQOoTT1J64gRoTemJE6Q+8SRZGzY0yXhvv/02t99+O9dddx0ffPBBtXX69+/P8ePHgbIjy//5z3/y97//HYulbF/pli1bcvPNdW+TeP/997No0SJKS1234xw2bBihoaGsXLmSBx54gPnz59OiRdle01u3biU2NtZZ18NowMOgyCgppcB+bl9oT5MnFpOFjMIM6jqo0GA04unnjwZKS6p/UNgdqnzWuqjUTmZ+7bPWXX/XisnPXcXRtJ92Xeg4MmMthBBCCFGNk889R1HyvhrvF3z/PbrYNdnThYWkznucs/9+t9o2lu7htHrssXrF884777Bp0yb279/Pq6++WmVJCMAnn3zCmDFjADh48CBXXnklfn41b1c3ePBgjMayHYcmT57MAw88AJSdHTJw4EDeeustbjxvBn7x4sX069ePLl26cPvt5x6Z+/jjj51jO9+vMmBUkFpUTEcvKwC33XYbHlYPSuwlYAeT8Vw6un37dmw2m/N67dq1tG/XjsLCQqJ7R2MwmejQoQPr1q1z6zOrzM9qwsvDyOnsQgK8zBjqudNIbSSxFkIIIYSoh/OT6rrKG+K7774jJCSEdu3aERYWxrRp08jMzHTOFj/00EPMnTuX06dP8/XXX7vdb01LQQAee+wxRo0axQ03uC5na926NUOGDGHkyJEu5V988QULFy50KVMKrvAwk1pUQnZp2QO+q1evJrpPND9l/kTG8QymT5zurH/+UpAKnlYrmz54n+B27TEa65e+Vsxa/5yWR0ZeMcE+jX8arCTWQgghhBDVqGtm+cCQoWXLQM5jat2adm+tbNRY4uLi2LdvH+3btwcgOzubtWvXcscddwBla6zHjRvHK6+8wuTJk9m1axedO3fmyJEj5OTk4Ovre8Fjdu7cGZvNxr///e8q9wwGAwbDuRXFhw8fpm3btnh4eFSpG+w8NObcLxwGZaCFpQVHSo6g3TniUCm01hRkZeETWGWzObf5WEx4W0ycziki0MsDg6FxZ61ljbUQQgghRD1c8cD9KKvVpUxZrVzxwP2NOo7D4eDdd98lKSmJlJQUUlJSWL9+PXFxLmfvYTAYmD17Ng6Hg08//RQvLy/+/Oc/c99991FcPouemprKqlWr3B573rx5VWahq/Pxxx8zbNiwau9VHBpTaNeUVFpTHWgNBMDusFfb7nwWb2/ys7NwOBx1V66BUopWflZK7Q7S8hq2Z3V1JLEWQgghhKgH/xtvJPTppzC1bg1KYWrdmtCnn2rwriD5+fmEhYU5X4sXL6ZNmza0aXNu55mrr76aH3/8kdRU10OolFI8/vjjvPjiiwA888wzhISE0KNHDyIiIhgzZgwhISHO+oMHD3ZuW1fdVnU9e/YkOjq6zpg/+eSTGhNrAH+TES+jgWKHxl6eXJuNZnw8fLBruzO5rlhjXfFas2aNsw9v/xY47HYKc7LrjKc23hYTvlYzZ3KKsDcgSa+OqutpzItJTEyMrtjSRQghhBCisSUnJ9O9e/fmDuM3paioiKuuuoq6crS8UjsH84u4wmIi1FK2ZCS/JJ+fs34m1CfUOYNdm/TjR3HY7QS3bVfvY84B8otLOXg6l5Z+Vlr6Wav93pVSu7TWNe/hVw2ZsRZCCCGEEPVmsVjqTKoBvE1GAsxGzhSXUlw+U+xp8sRqspJRUPfWewDeAS2wl5RQlJfboJi9PEz4e5pJyymi1N54s9aSWAshhBBCiF9Fq/LjzU8Wle0lrZQiyBpEkb2IvJK8OttbvLwxmT3IO5vpViJem5Z+Vuxacya38dZaS2IthBBCCCF+FRaDgWCzicwSO/n2snXVfhY/TAYT6YXpdbZXSuEVEEBJURHFhQUNisVqNtLCy4P03GLsjsZZGi2JtRBCCCGE+NVc4WHGqOBEUQla67Kt96wtyC3Opche9+yxp48vBqOR/LOZDY/Fz4LWkFNY+2mM7pLEWgghhBBC/GpMBkVLi5m8Uofz0JgW1hYopcgozKizvTIY8PIPoCg/n5Kihi3jsJiMtPA2k1ds52hGfoP6AkmshRBCCCHEryzIbMJiUKQWleDQGrPBjJ+HH2cLz7q1r7WXnz/KYCA/qxFmrX3L9iJ/ZfOBBvclibUQQgghxEVEKcWcOXOc1wsXLmT+/PnO66VLlxIeHk54eDj9+vVjx44dznuxsbHExJzbIW7nzp3ExsbWONbChQsJDw8nIiKCqKgoVq5c6eynW7duREVF0bdvXxITE51t2rdvT1pamjPW22+/3XmvtLSUkJAQ53Hny5cvZ9asWQDMnz8fLy8vTp8+7Tw0JrpVCBklpQAEWYP4bONnmIwm9u3b5+wzJSWFiIgIl7gNRiNevn4U5uZiL2nYMg4PkwFvi4m1Ccc4dKZhu41IYi2EEEIIUU8/fXOSFY99wWt3f86Kx77gp29ONrhPi8XCe++950xeK9u4cSNLlixhx44d7Nu3j9dff51bbrmFkyfPjXv69Gk+/vjjOsd5/fXX2bRpE99++y179uxh27ZtLjttrF69mu+//54ZM2bw0EMPVduHt7c3e/bsoaCg7EHCTZs2uRxkc77g4GD+9re/AeBnMqIo2yHErjWeZk8+e/8z+vy+T5VTJavj5R8AQH7W2Trr1sXXYsJqNvLSpp8a1I8k1kIIIYQQ9fDTNyfZsnofuRll63xzM4rYsnpfg5Nrk8nE9OnTWbRoUZV7L7zwAgsWLCA4OBiA6OhoJk+ezGuvveas89BDD/HMM8/UOc5zzz3HP/7xD/z8/ADw9/dn8uTJVer179+f48eP19jP8OHD+fDDDwGIi4tj4sSJNdadNm0a77zzDhkZGSilUIBdw6miEnJzc9n97W7+d/H/Ehdfd2JtNJux+viQn5ONw+7eseg19mVQTLuqAx8mpbL3RFa9+zE1KAohhBBCiEvU9n//RNrRmpcGnPo5C3up6zZtpcUOPn8rmb07TlTbJritD4Nu7lrn2DNnziQyMpK5c+e6lO/du5c+ffq4lMXExLBixQrndf/+/Vm3bh1btmzB19e32v5zcnLIycmhU6dOdcbyySefMGbMmBrvT5gwgaeeeoqRI0eSlJTEtGnT2L59e7V1fXx8mDZtGi+//DL/+7//C0ALs5G0klI+Xfcew64fRucunfEN8CUhIaHO49S9/FtQkJNDfnYWPi3qPrmxNnde3ZGVX6Xw0mc/8caUvvXqQ2ashRBCCCHq4fykuq7yC+Hn58ekSZN45ZVX6qyrta5yvPfjjz9e66x1dW3Od+uttxIWFsYLL7zAvffeW2O9yMhIUlJSiIuLY8SIEXXGe99997FixQqys7OBc4fGvPV22Wx3oDWQ60Zfx1ur36qzL7PFgsXLi/yss2hHw05Q9Pc0c9cfOrF532n6PvMfPFp17lN3K1cyYy2EEEIIUY26ZpZXPPaFcxlIZT6BFsbOqX2m1R33338/0dHRTJ061VnWo0cPdu3axZAhQ5xlCQkJ9OjRw6XtkCFDeOKJJ/j666+dZVOnTmX37t20bt2ajz76CG9vbw4fPkzHjh2rHX/16tVERUXxyCOPMHPmTN57770aYx01ahQPPvggW7duJT299oNeAgICuOWWW/jHP/4BgIfBgDGBM8hdAAAgAElEQVQniy//u5U/J/+IQSmKSoowGAy8tPClWvsC8ApoQeaJ4xTk5uDl519n/doEe3sA1Ps0RpmxFkIIIYSoh/6jO2HycE2lTB4G+o+ue3mFOwIDA7n55pt54403nGVz587l4YcfdiaviYmJLF++nBkzZlRpP2/ePF588UXn9ZtvvkliYiIfffQRAI8++igzZ850zhxnZ2ezdOlSlz7MZjPPPPMMX3/9NcnJyTXGOm3aNJ588kl69erl1nv7y1/+wpIlSygtLdsRZNsH6xk18RY+/3E/P//8Mzv376R129b8d9t/6+zLw+qJ2WIh/+zZBh9z/srnBxvUXhJrIYQQQoh66Pq7Vgy+NRyfQAtQNlM9+NZwuv6uVaONMWfOHJfdQUaNGsW0adMYMGAA4eHh3HnnnaxatYrQ0NAqbUeMGEFISEiNfd9zzz0MHjyYvn37EhERwR/+8Ae8vLyq1PP09GTOnDksXLiwxr7CwsKYPXu22+8rODiYsWPHUlR+wMs78fHcNHYseXYHWaV2gqxBXDPyGlasKls7vn//fsLCwpyvd99919mXUgrvgBaUlhRTlJ/ndgzVOXG2Ycekq4Zm9r+mmJgYvXPnzuYOQwghhBCXqOTkZLp3797cYVyWtNbszy9Ea+jmbeVI9i8U24vp0qJLnevBtdakHf0Fg9FIUJu2Fzx2xfd+1V8/53h5cp264n6KUg/UPvB5ZMZaCCGEEEI0O6UUrS0eFDs06SWlBFoDKXGUkFOc41Zbb/8ASgoLKS6o/6zzQ9d3w9NsrHd7SayFEEIIIcRFwc9kxMdk4FRRCZ5mH8xGM+mFtT8MWcHq64fBaCSvAcecj+ndhufH9aJNgGe92ktiLYQQQgghLhqtLR7YNZwuLpu1zi/Jp6C07llog8GAl58/RXl5lBYX13v8Mb3b8MUjQyg+eXDXhbaVxFoIIYQQQlw0PI0GAs1G0ktK8TIHYFAGMgoy3Gvr749Siryz9Z+1bghJrIUQQgghxEWllcWMAk6X2PG3+JNVnEWpo7TOdkajCU8/Pwpzc7CX1l2/sUliLYQQQgghLipmg4EQDzNZJXY8PQLRWpNZ6N4stJd/C7TW5GedbeIoq5LEWgghhBDiInLs2DFGjx5Nly5d6NSpE7Nnz6a4uJhPP/0Um82GzWbDx8eHbt26YbPZmDRpElu3bmXkyJEu/UyZMoU1a9YAEBsb66xvs9m46aabAJg/fz5t2rTBZrPRo0cP4uLiaoxr6dKlhIeHEx4eTr9+/dixY4fz3vn9V4xrNBqdZTabjZSUFLZu3Yq/v79L+X/+8x+gbHePOXPmABDiYeKtv7/Mk/OfwcfDh50/7CQ2NhabzUb37t2ZPn06QJX+Yvr25euEBAqys3jm6afp2bMnkZGR2Gw2vvnmm0b6lqonR5oLIYQQQtRT8vYtbI9fSU56Gr5BwQyaMInugwbXuz+tNePGjeOee+5h/fr12O12pk+fzrx581iwYAHXX389UJbILly4kJiYGKAsuazL6tWrnfUre+CBB3jwwQc5cOAAffr04aabbsJsNrvU2bhxI0uWLGHHjh0EBweTkJDAmDFj+Pbbb2nVqlWN/Xt6epKYmOhSlpKSwqBBg9i4cWOVWCwWC++99x6PPvoowcHB+BmNnNAaD3MQzzzyDDNnzeSWm24B4IcffnC2O7+/ksJCPt3wARs2fEBCQgIWi4W0tDSKG/BQoztkxloIIYQQoh6St2/hs6WvkpN2BrQmJ+0Mny19leTtW+rd5+eff47VamXq1KlA2YzvokWLWLZsGfn5+Y0VerW6dOmCl5cXmZlVl1y88MILLFiwgODgYACio6OZPHkyr732WqPGYDKZmD59OosWLQLA06gwKUWm3Uj66XS8g72ddWs7Pt1stZKelUWAnx8eHmW/JAQHB9O6detGjbdK/E3auxBCCCHEb9SW5Us5/cvhGu+n/rQfe2mJS1lpcRGfvv4KSZ9/Wm2bK9p1ZPCU6TX2uXfvXvr06eNS5ufnx5VXXsnBgweJjIysse327dux2WzO6yNHjrgsD7n11lvx9Czbn/naa69lwYIFLu0TEhLo0qULV1xxhVtxxcTEsGLFimr737x5M0FBQRQUFDhj6tChA+vWras21rVr19KpUycAZs6cSWRkJHPnzkUpha/JQIlD8+d77+W2UbfRf0B/hl8/nKlTpxIQEFBjfyNHjWLBSy/RtUtXrr3uOsaPH88f/vCHGj+/xiCJtRBCCCFEPZyfVNdV7g6tdbXHd9dUXtn5yyGmTJnicr+mpSCLFi3in//8J4cPH+aTTz6pd6zuLgWpLtbK/Pz8mDRpEq+88gqenp5YDAZ8TUaG3TqVfoMi+e6/37D1060sWbKE77//vsb+tNZs/ugjvv72G3bt+ZHx48fz17/+tcrn0pgksRZCCCGEqEZtM8sAS2dOLVsGch7f4BDG/89f6zVmz549Wbt2rUtZdnY2R48edc7oNraKNdbvvfcekyZN4tChQ1itVpc6PXr0YNeuXQwZMsRZlpCQQI8ePZokpvvvv5/o6GjnkpjWFjP78+2EXtmLETcHMfuu2fSO6s2ePXtq7EMphV9QEL/r04dhI28kMjKSFStWNGliLWushRBCCCHqYdCESZg8LC5lJg8LgyZMqnefQ4cOJT8/n5UrVwJgt9uZM2cOU6ZMwcvLq0Hx1mXcuHFVlndUmDt3Lg8//DDp6WXHiycmJrJ8+XJmzJjRJLEEBgZy880388YbbwBgNRpI2rKZ7GKFQ5nY98s+0tPTadOmTY197N+/n6OpJzGaTOSdzSQxMZF27do1SbwVZMZaCCGEEKIeKnb/aMxdQZRSrFu3jhkzZvD000/jcDgYMWIEzz33XIPjrbwGOjg42LnFXWVPPvkkt9xyC3feeScGw7n511GjRnH8+HEGDBhQtu7Z15dVq1YRGhpar1jOXxP9+OOPO7cArDBnzhxeffVV5/WuLZ/zxJw5WKweKF3KCy++QKtWrdi3b1+1/XXo0IF7772XjIx0DCi6duvGv8oT9aaitNZNOkBjiomJ0Tt37mzuMIQQQghxiUpOTqZ79+7NHYaowamiEk4WlWAsTaWNVyAtrC3qbONw2En7JQUPLy8CWlb/i0B137tSapfWuuqi9FrIUhAhhBBCCPGbEOJhwmxQaFMwGYUZuDNBbDAY8fTzpzA3l9IS2cdaCCGEEEIIDEoRajHjwEy+w0R+qXt7e3v5B6CUIv9s0x5zLom1EEIIIYT4zQgwGfE0KhymFqQXZLjVxmgyYfX1pSAnG7u9tMlik8RaCCGEEEL8ZiilaG3xAExk2Q0U291b3uHt3wKtNQVZWU0Wm1uJtVJqmFJqv1LqoFLqkWruK6XUK+X3k5RS0eXl3ZRSiZVe2Uqp+8vvBSqlNimlDpT/WffqcyGEEEIIcdnzMRnxNSkcRn/SCt1b3mHy8MDi7U1+dhYOh6NJ4qozsVZKGYHXgOFAD2CiUur83cCHA13KX9OB/wPQWu/XWtu01jagD5APrCtv8wiwWWvdBdhcfi2EEEIIIUSd2lgsgCK9BOwOu1ttvANa4LDbKczJbpKY3Jmx7gcc1Fof1loXA/HA6PPqjAZW6jJfAwFKqfP3MxkKHNJa/1KpTcUO5CuAMfV6B0IIIYQQl5Bnn32Wnj17EhkZic1m45tvvgGgffv2pKWlOett3bqVkSNHAnDq1ClGjhxJVFQUPXr0YMSIEQCkpKTg6emJzWajR48e3H333TgcDlJSUoiIiHD29e2333L11VfTrVs3wsPDueOOO8jPz2f58uXMmjXLWW/p0qWEh4cTHh5Ov3792LFjh/NefeI737Fjxxg9ejRdunShU6dOzJ49m+Lic0s9KscZ1bMHz983k7xCRVpRNh9//DExMTF0796d8PBwHnzwwSr9e1g9MVs9ycs669aOIhfKnQNi2gBHK10fA37nRp02QGqlsglAXKXrllrrVACtdapS6orqBldKTadsFpwrr7zSjXCFEEIIIX4debtPk/1pCvazRRgDLPhd3x7v3tWmNG756quv2LhxIwkJCVgsFtLS0lwSy5o8+eSTXHvttcyePRuApKQk571OnTqRmJhIaWkpQ4YM4f333yc6Otp5/9SpU/zpT38iPj6e/v37o7Vm7dq15OTkuIyxceNGlixZwo4dOwgODiYhIYExY8bw7bff0qpVq3rHV0Frzbhx47jnnntYv349drud6dOnM2/ePBYsWFBtnP9+913yc3P48udUHpw1iw8//JDw8HBKS0tZunRptbF4BwRw9mQqhXm5ePr41vnZXgh3ZqxVNWXnp/i11lFKeQCjgHfdD628E62Xaq1jtNYxISEhF9pcCCGEEKJJ5O0+zdn3DmA/WwSA/WwRZ987QN7u0/XuMzU1leDgYCyWsqPSg4ODad26tVvtwsLCnNeRkZFV6phMJgYMGMDBgwddyl977TUmT55M//79gbKHA2+66SZatmzpUu+FF15gwYIFBAcHAxAdHc3kyZN57bXXGiW+zz//HKvVytSpUwEwGo0sWrSIZcuWkZ+fX22c42++mc6tg1n2ymvcO3cO4eHhzvda03HrFi9vTB4e5J/NbPRZa3dmrI8BbStdhwEnLrDOcCBBa32qUtkppVRo+Wx1KFD//xUKIYQQQjSysxsOUXwir8b7xUeywe6amOkSB5lrfiLv25PVtvFo7U3AjZ1q7PO6667jqaeeomvXrlxzzTWMHz+eP/zhD3XGOnPmTMaPH8+rr77KNddcw9SpU6sk5Pn5+WzevJmnnnrKpXzPnj1Mnjy5zjH27t1Lnz59XMpiYmJYsWJFDS0uLL7q+vfz8+PKK6/k4MGDNcbZxurDwR/3MnnWTLTWKFXdfO85Sim8/APIPnOa4oICLF5edcbvLndmrL8DuiilOpTPPE8APjivzgfApPLdQX4PZFUs8yg3EddlIBVtKj6dycD6C45eCCGEEKK52GuY7ayp3A0+Pj7s2rWLpUuXEhISwvjx41m+fDlAtQljRdn111/P4cOHufPOO9m3bx+9e/fmzJkzABw6dAibzcZVV13FDTfcwPDhw+sd3/kqJ7L1ja+6vtwpr2A0GDAqcGDkdHGRW3F7+vhiMBnJy8p0q7676pyx1lqXKqVmAZ8CRmCZ1nqvUuru8vuvAx8BI4CDlO38MbWivVLKC7gWuOu8rv8K/Fsp9WfgCPCnhr8dIYQQQojGUdvMMkDqX791LgOpzBhg4Yq7qi51cJfRaCQ2NpbY2Fh69erFihUrmDJlCkFBQWRmZjqXYmRkZDh/BggMDOSWW27hlltuYeTIkWzbto0+ffo411jXpGfPnuzatYvRo8/fm8JVjx492LVrF0OGDHGWJSQk0KNH2WZx9Ynvj3/8o0sca9eudRkzOzubo0eP0qlTp1rjjIqIIHn3d3SPjCDYQ2Osa9baYMDLL4DcjHRKitxLxt3h1j7WWuuPtNZdtdadtNbPlpe9Xp5UU74byMzy+7201jsrtc3XWgdprbPO6zNdaz1Ua92l/E/3js4RQgghhLgI+F3fHmV2TaWU2YDf9e3r3ef+/fs5cOCA8zoxMZF27doBEBsby1tvvQWA3W5n1apVDB48GChbn5yfX3a8d05ODocOHXJ704dZs2axYsUK5+4jAKtWreLkSdflLHPnzuXhhx8mPT3dGdvy5cuda5kbGt/QoUPJz89n5cqVzj7mzJnDlClT8PLyqjXOh+c+zJsvvcTPBw5xqqgYh8PBSy+9VOv79vLzRxkM5J9tvFlrd9ZYCyGEEEKI81Ts/tGYu4Lk5uZy7733cvbsWUwmE507d3bubvHEE09wzz33EBUVhdaaYcOGcdtttwGwa9cuZs2ahclkwuFwcMcdd9C3b19SUlLqHLNly5bEx8fz4IMPcvr0aQwGA1dffTXjxo1zqTdq1CiOHz/OgAEDUErh6+vLqlWrCA0NrXd8lSmlWLduHTNmzODpp5/G4XAwYsQInnvuuTrjbNWqFX97aSGPTJtEYUEhFqORkTfcUOv7NhiNePn6kZd9FofdvX2w66KaYg+/phITE6N37txZd0UhhBBCiHpITk6me/fuzR2GqKeDWb+Qp4JpYTZxpaelzvr2khLSjv7CifQMevft53JPKbVLax1zIeO7tRRECCGEEEKIi12INQDlyCazxE6+G7PQRrMZq48PxYWFFObmNnh8SayFEEIIIcQlwdfDF4sjF4WDE0Ulbu1T7eXfArTm+00fNXh8SayFEEIIIcQlwaAMBFoDUPZM8kodZJfWPWtttlgweXiQ8PEHlLpxymWt4zeotRBCCCGEEBeRFtYWGB25GJWd1KISHG7MWnt4eZGfdZYft33eoLElsRZCCCGEEJcMk8GEv8UPVZJOkUOTUVJadxuzBy07dmHnxnU4HPXfIUQSayGEEEIIcUkJsgaBIw8PZedkUQl2N2at+476I5mpxzm085s669ZEEmshhBBCiItEbGwsn376qUvZ4sWLnYewLFq0CKvVSlbWuXP3tm7dilKKDRs2OMtGjhzJ1q1bnX1269aNyMhIwsPDmTVrFmfPnnUZY926dSil2Ldvn7MsJSWFiIiIKjFOmTKFNWvWALBx40Z69+5NVFQUPXr0YMmSJQDMnz8fpRQHDx50tlu0aBFKKX6NrZOtJiveZm9UaRp2DaeKSups0+V3/fFv2YrvPljr1kOP1ZHEWgghhBCinpKSkli0aBHz589n0aJFJCUlNai/iRMnEh8f71IWHx/PxIkTAYiLi6Nv376sW7fOpU5YWBjPPvtsjf2uXr2apKQkkpKSsFgsVY4Fj4uLY+DAgVXGrk1JSQnTp09nw4YNfP/99+zevZvY2Fjn/V69ern0t2bNGufx57+GQGsgdns+3kYHaSWlFDkctdY3GIzE3DCW1AP7ef2u2wlr4d/nQseUxFoIIYQQoh6SkpLYsGGDc/Y4KyuLDRs2NCi5vummm9i4cSNFRUVA2azxiRMnGDhwIIcOHSI3N5dnnnmGuLg4l3ZRUVH4+/uzadOmWvv38PDgxRdf5MiRI3z//fdA2WmPX3zxBW+88cYFJdY5OTmUlpYSFBQEgMVioVu3bs77Y8aMYf369QAcPnwYf39/QkJC3O6/oXw9fDEbzajSsiPYT7oxa23yMAOQn3W2jpo1tK9XKyGEEEKIS9zHH3/MyZMna7x/7Ngx7OcdQlJSUsL69evZtWtXtW1atWrF8OHDa+wzKCiIfv368cknnzB69Gji4+MZP348Sini4uKYOHEigwYNYv/+/Zw+fZorrjh3fPrjjz/O448/zrXXXlvr+zIajURFRbFv3z6ioqJ4//33GTZsGF27diUwMJCEhASio6Nr7QMgMDCQUaNG0a5dO4YOHcrIkSOZOHEiBkPZvK2fnx9t27Zlz549rF+/nvHjx/Pmm2/W2W9jUUoRaA3kVN4pWniHkFFiJ9jDjrfRWGObL9fE1XjPHTJjLYQQQghRD+cn1XWVu6vycpDKy0Di4+OZMGECBoOBcePG8e6777q0GzRoEADbt2+vc4zKa4jj4uKYMGECABMmTKgyG16bf/3rX2zevJl+/fqxcOFCpk2b5nJ/woQJxMfH8/777zN27Fi3+20sLSwtMCgDqvQsJoMitbD2Q2Ny0tMaNJ7MWAshhBBCVKO2mWUoexiv8kOEFfz9/Zk6dWq9xx0zZgx/+ctfSEhIoKCggOjoaJKSkjhw4IBzNrq4uJiOHTsyc+ZMl7bz5s3j2WefxWSqOcWz2+388MMPdO/enfT0dD7//HP27NmDUgq73Y5SihdffNHteHv16kWvXr24/fbb6dChA8uXL3feu/HGG3nooYeIiYnBz8/vwj6IRmA0GPG3+HO26CwhPkGkFtnJKrUTYK7+8/ENCiYn7Uy9x5MZayGEEEKIehg6dChms9mlzGw2M3To0Ab16+PjQ2xsLNOmTXN5aHH+/PmkpKQ4110fP36cX375xaXtddddR2ZmpnP99PlKSkp49NFHadu2LZGRkaxZs4ZJkybxyy+/kJKSwtGjR+nQoQM7duyoM87c3FznziMAiYmJtGvXzqWOp6cnL7zwAvPmzbvAT6HxBFmDymap7dlYjKrWQ2MGTZiEycNS77EksRZCCCGEqIfIyEhuvPFG/P39gbKZ6htvvJHIyMgG9z1x4kS+//575xKN+Pj4Kkspxo4dW+3DhvPmzePYsWMuZbfeeiuRkZFERESQl5fnfKgwLi6uSr9//OMfefvttwHYv38/YWFhzlfl5Sdaa1588UW6deuGzWbjf/7nf1xmqytMmDDBrTXbTcVisuDj4UNmYQahHmaKHZr0Gg6N6T5oMNdNn4VvcP0eslT13aevOcTExOhfY+9DIYQQQlyekpOT6d69e3OHIRpZTnEOR7KP0Ma3Del2KwV2B+HenpgMCqj+e1dK7dJax1zIODJjLYQQQgghLmk+Zh88jB5kFGTQ2uJRdmhMcd3b710oSayFEEIIIcQlrWLrvYLSArSjkECzkfSSUorstR8ac6EksRZCCCGEEJe8AEsABmUgozCDVhYzCkht5FlrSayFEEIIIcQlz2gw0sLaguyibNB2QjzMZJXYyS1t2L7jlUliLYQQQgghLguB1kA0moyiDEI8TJgMihNuHHXuLkmshRBCCCHEZcHD6IGvhy+ZhZkoNKEeZgrsDvIbaa21JNZCCCGEEBeJ2NhYPv30U5eyxYsXM2PGDFJSUvD09MRmszlfK1euBKB9+/akpZ07jnvr1q2MHDkSgOXLlzNr1iznvZUrVxIREUHPnj3p0aMHCxcuBGDKlCmsWbPGZezaxqwwduxYbDYbnTt3xt/f31nvyy+/JDY2lspbJaekpBAREeGMsXJ9m83Gf/7zHwCMRqNL+ZIlS5w/+/j4OPfOnjRp0gV/xoHWQOwOO1lFWbQwG7EaDWSV2ilshORajjQXQgghhKin1JPrOXxoIYVFqVgtoXTs9CChrUbXu7+JEycSHx/P9ddf7yyLj49nwYIFAHTq1InExMR69//xxx+zePFiPvvsM1q3bk1hYSFvvfVWrW3qGnPdunVAWaK8cOFCNm7c6HY8gwYNqra+p6dnlTHvuusuoOyXj4ULFxITc0FbTDt5m72xmCxkFGYQYAmgtcXML1rzr2NnmNWuZb36rCAz1kIIIYQQ9ZB6cj379s2jsOgEoCksOsG+ffNIPbm+3n3edNNNbNy4kaKiIgDn8eUDBw5slJiff/55Fi5cSOvWrQGwWq3ceeedjdL3b0XF1nuFpYXkl+bjazLiaTDw8i+nSCuu/kRGd8mMtRBCCCFENX766WlycpNrvJ+VtRuti13KHI4CkpMf4cSJd6pt4+vTna5dn6ixz6CgIPr168cnn3zC6NGjiY+PZ/z48ShVdkLgoUOHsNlszvp///vfGTRoEACDBw/GaDQCkJubS3h4eJX+9+zZQ58+fWocvzq1jemOW2+9FU9PTwCKi4sxGM7N627fvt2l77Vr19KpUycKCgqc5R06dHDOijeWAEsAp/NPk1GQgbfZG3+TkXxHMX9LOcnzXcPq3a8k1kIIIYQQ9XB+Ul1XubsqloNUJNbLli1z3qttWcaWLVsIDg4Gzi3LaAwNXX6yevVq57KNlJQU59pvuLClII3JoAy0sLQgrSCNYnsxZoPittAgVp5IY1qbYLp4W+vVryTWQgghhBDVqG1mGeCLLwaVLwNxZbW0pk/02/Ued8yYMfzlL38hISGBgoICoqOj693X+Xr27MmuXbsYMmRIo/X5WxVoDSStII2MwgwAHuzQirWnMnn60AlWRnasV5+yxloIIYQQoh46dnoQg8HTpcxg8KRjpwcb1K+Pjw+xsbFMmzaNiRMnNqiv8z366KPMnTuXkydPAlBUVMQrr7zSqGP8VpiNZvwsfmQWZuLQDkI8zMxu15LP0rOJ2LEHU9fuF7ZmBkmshRBCCCHqJbTVaMLDn8VqaQ0orJbWhIc/26BdQSpMnDiR77//ngkTJriUV6x3rnhdaFI8YsQIZs6cyTXXXEPPnj3p06cPpaXnHti76667CAsLIywsjP79+zfKmLWpWGNd8Tp/u7+mFmQNwqEdFJQWABBiNqGAtJL6PcSotNaNGF7TiomJ0ZX3QhRCCCGEaEzJycl07969ucMQvxKtNYezDnPs0DGujr6avl/9yLHykxjT776Fkv0/qgvpT2ashRBCCCHEZUkpRZA1iFJHKV+lfsXxBh5vLom1EEIIIYS4bPlZ/DAoA6uTV9PGYm5QX5JYCyGEEEKIy5ZBGfA2e7Pt2DbuDDXjabig1R+ufTViXEIIIYQQQvzmeJm9MBlMZJ55j4Xd2hJWz5lrSayFEEIIIcRlzaiMDGs/jPcPvs/1gR7sHNCT0p+Sd11oP5JYCyGEEEKIy96t3W8lrySP9w++X+8+JLEWQgghhLiIPPDAAyxevNh5ff3113PHHXc4r+fMmcNLL70EwKJFi7BarWRlZTnvb926FX9/f3r37k14eDgPPnjuwJrly5cTEhKCzWYjPDycRYsWVRk/KiqqysE0U6ZMoU2bNhQVFQGQlpZG+/bt+eGHH5x7UAcGBtKhQwdsNhvXXHMNDoeD++67j4iICHr16kXfvn35+eefG+dDagIRwRFEhUTx9r63cWhHvfqQxFoIIYQQop7Wnswg5su9hG5JJObLvaw9mdHgPgcMGMCXX34JgMPhIC0tjb179zrvf/nll1x11VUAxMXF0bdvX9atW+fSx6BBg9i9eze7d+9m48aNfPHFF85748ePJzExkS+++IJnn32Wo0ePOu8lJyfjcDjYtm0beXl5Ln0ajUaWLVvmUtarVy8SExNJTExk1KhRLFiwgMTERP7zn//wzjvvcOLECZKSkvjhhx9Yt24dAQEBDf58mtJt3W/jaM5RYt+JxdreKicvCiGEEEL8GtaezODB/Uc5VlSCBpvG5xwAAAw8SURBVI4VlfDg/qMNTq6vuuoqZ2K9d+9eIiIi8PX1JTMzk6KiIpKTk+nduzeHDh0iNzeXZ555hri4uGr78vT0xGazcfz48Sr3goKC6Ny5M6mpqc6yt99+m9tvv53rrruODz74wKX+/fffz6JFi1xOaqxNamoqoaGhGAxl6WZYWBgtWrRwq21zKbKXzchnFmXWq72pMYMRQgghhLhUPHHgGHtyC2q8vysrn+LzTrAucGge2HeUVanp1baJ8PHk6S5htY7bunVrTCYTR44c4csvv6R///4cP36cr776Cn9/fyIjI/Hw8CAuLo6JEycyaNAg9u/fz+nTp7niiitc+srMzOTAgQNcffXVVcY5cuQIhYWFREZGOsveeecdNm3axP79+3n11VddloRceeWVDBw4kLfeeosbb7yx1vcAcPPNNzNw4EC2b9/O0KFDue222+jdu3ed7ZrTa4mvNai9WzPWSqlhSqn9SqmDSqlHqrmvlFKvlN9PUkpFV7oXoJRao5Tap5RKVkr1Ly+fr5Q6rpRKLH+NaNA7EUIIIYT4FZ2fVNdVfiEqZq0rEuv+/fs7rwcMGABAfHw8EyZMwGAwMG7cON59911n++3btxMZGUmrVq0YOXIkrVq1ct5755136NmzJx07dmT27NlYrVYAvvvuO0JCQmjXrh1Dhw4lISGBzEzXmdvHHnuMBQsW4HDUvQY5LCyM/fv38/zzz2MwGBg6dCibN29u8GfTlE7mnWxQ+zpnrJVSRuA14FrgGPCdUuoDrfWPlaoNB7qUv34H/F/5nwAvA59orW9SSnkAXpXaLdJaL2zQOxBCCCGEaAJ1zSzHfLmXY9UcgR1mMbOud5cGjV2xzvqHH34gIiKCtm3b8re//Q0/Pz+mTZtGUlISBw4c4NprrwWguLiYjh07MnPmTKBsjfXGjRv56aefGDhwIGPHjsVmswFla6xfffVVvvrqK2644QaGDx9Oq1atiIuLY9++fbRv3x6A7Oxs1q5d6/LgZOfOnbHZbPz73/92631YLBaGDx/O8OHDadmyJe+//z5Dhw5t0GfTlFp5tyI1L7XuijVwZ8a6H3BQa31Ya10MxAOjz6szGlipy3wNBCilQpVSfsDVwBsAWutirfXZekcrhBBCCHGReLRjaJVT+jwNikc7hja476uuuoqNGzcSGBiI0WgkMDCQs2fP8tVXX9G/f3/i4uKYP38+KSkppKSkcOLECY4fP84vv/zi0k/Xrl159NFHeeGFF6qM0b9/f26//XZefvllHA4H7777LklJSc4+169fX+3a7Xnz5rFwYd3zogkJCZw4cQIoewgzKSmJdu3a1fMT+XXMjp6N1Witd3t3Eus2wNFK18fKy9yp0xE4A7yplNqtlPqXUsq7Ur1Z5UtHlimlLu7V7EIIIYQQlfyxVaDzlD5F2Uz1wm5t+WOrwAb33atXL9LS0vj973/vUubv709wcDDx8fGMHTvWpc3YsWOJj4+v0tfdd9/Ntm3bqt3q7uGHH+bNN9/kww8/pE2bNrRpcy7Fu/rqq/nxxx9dHm4E6NmzJ9HR0ed3VcXp06e58cYbiYiIIDIyEpPJxKxZs+ps15xu6HgD8wfMJ9S7fr8cKV3HOiCl1J+A67XWd5Rf3w7001rfW6nOh8DzWusd5debgbmAAr4GrtJaf6OUehnI1lo/oZRqCaQBGngaCNVaT6tm/OnAdIArr7yyz/m/iQkhhBBCNJbk5GS6d+/e3GGIX1l137tSapfWOuZC+nFnxvoY0LbSdRhwws06x4BjWutvysvXANEAWutTWmu71toB/JOyJSdVaK2Xaq1jtNYxISEhboQrhBBCCCHEr8+dxPo7oItSqkP5w4cTgA/Oq/MBMKl8d5DfA1la61St9UngqFKqW3m9ocCPAEqpynPsY4E9DXkjQgghhBBCNKc6dwXRWpcqpWYBnwJGYJnWeq9S6u7y+68DHwEjgINAPjC1Uhf3AqvLk/LDle69qJSyUbYUJAW4q1HekRBCCCGEEM3ArQNitNYfUZY8Vy57vdLPGphZQ9tEoMr6FK317RcUqRBCCCHEr0BrjVKq7oriklDX84YXQo40F0IIIYQoZ7VaSU9Pb9RkS1y8tNakp6c7D8lpKDnSXAghhBCiXFhYGMeOHePMmTPNHYr4lVitVsLCaj8MyF2SWAshhBBClDObzXTo0KG5wxC/UbIURAghhBBCiEYgibUQQgghhBCNQBJrIYQQQgghGkGdR5pfTJRSZ4DL7UzzYMqOfheXNvmeL33yHV8e5Hu+PMj3fHnoprX2vZAGv6mHF7XWl92Z5kqpnRd6Tr347ZHv+dIn3/HlQb7ny4N8z5cHpdTOC20jS0GEEEIIIYRoBJJYCyGEEEII0Qgksb74LW3uAMSvQr7nS598x5cH+Z4vD/I9Xx4u+Hv+TT28KIQQQgghxMVKZqyFEEIIIYRoBJJYX4SUUm2VUluUUslKqb1KqdnNHZNoOkopo1Jqt1JqY3PHIpqGUipAKbVGKbWv/P/X/Zs7JtG4lFIPlP99vUcpFaeUsjZ3TKJxKKWWKaVOK6X2VCoLVEptUkodKP+zRXPGKBqmhu94Qfnf2UlKqXVKqQB3+pLE+uJUCszRWncHfg/MVEr1aOaYRNOZDSQ3dxCiSb0MfKK1DgeikO/7kqKUagPcB8RorSMAIzCheaMSjWg5MOy8skeAzVrrLsDm8mvx27Wcqt/xJiBCax0J/AQ86k5HklhfhLTWqVrrhPKfcyj7j3Cb5o1KNAWlVBhwA/Cv5o5FNA2llB9wNfAGgNa6WGt9tnmjEk3ABHgqpUyAF3CimeMRjURrvQ3IOK94NLCi/OcVwJhfNSjRqKr7jrXWn2mtS8svvwbC3OlLEuuLnFKqPdAb+KZ5IxFNZDEwF3A0dyCiyXQEzgBvli/5+ZdSyru5gxKNR2t9HFgIHAFSgSyt9WfNG5VoYi211qlQNhkGXNHM8YimNQ342J2KklhfxJRSPsBa4H6tdXZzxyMal1JqJHBaa72ruWMRTcoERAP/p7XuDeQh/2x8SSlfXzsa6AC0BryVUrc1b1RCiMaglJpH2RLd1e7Ul8T6IqWUMlOWVK/WWr/X3PGIJnEVMEoplQLEA0OUUquaNyTRBI4Bx7TWFf/qtIayRFtcOq4BftZan9FalwDvAQOaOSbRtE4ppUIByv883czxiCaglJoMjARu1W7uTy2J9UVIKaUoW4+ZrLV+qbnjEU1Da/2o1jpMa92esgedPtdayyzXJUZrfRI4qpTqVl40FPixGUMSje8I8HullFf5399DkQdUL3UfAJPLf54MrG/GWEQTUEoNAx4GRmmt891tJ4n1xekq4HbKZjATy18jmjsoIUS93QusVkolATbguWaORzSi8n+NWAMkAD9Q9t9WOZnvEqGUigO+AroppY4ppf4M/BW4Vil1ALi2/Fr8RtXwHb8K+AKbyvOw193qS05eFEIIIYQQouFkxloIIYQQQohGIIm1EEIIIYQQjUASayGEEEIIIRqBJNZCCCGEEEI0AkmshRBCCCGEaASSWAshxGVIKRWglJpR6TpWKbWxOWMSQojfOkmshRDi8hQAzKizlhBCCLdJYi2EEBc5pVR7pdQ+pdS/lFJ7lFKrlVLXKKW+UEodUEr1U0oFKqXeV0olKaW+VkpFlredr5RappTaqpQ6rJS6r7zbvwKdyg8+WFBe5qOUWlM+1uryUwSFEEK4ydTcAQghhHBLZ+BPwHTgO+AWYCAwCngMOArs1lqPUUoNAVZSdsojQDgwmLJTxPYrpf4PeASI0FrboGwpCNAb6AmcAL6g7BTYHb/GmxNCiEuBzFgLIcRvw89a6x+01g5gL7BZlx2d+wPQnrIk+y0ArfXnQJBSyr+87Yda6yKtdRpwGmhZwxjfaq2PlY+RWN6vEEIIN0liLYQQvw1FlX52VLp2UPavj9Ut29DVtLVT879WultPCCFENSSxFkKIS8M24FZwLutI01pn11I/h7KlIUIIIRqJzEYIIcSlYT7wplIqCcgHJtdWWWudXv7w4x7gY+DDpg9RCCEubapsiZ4QQgghhBCiIWQpiBBCCCGEEI1AEmshhBBCCCEagSTWQgghhBBCNAJJrIUQQgghhGgEklgLIYQQQgjRCCSxFkIIIYQQohFIYi2EEEIIIUQjkMRaCCGEEEKIRvD/YFtQY2ZwDaUAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "top10 = list(cate_group.index[:10])\n",
    "tmp = train_data[train_data['Category'].isin(top10)]\n",
    "mon_g = tmp.groupby(['Category','month']).size()\n",
    "mon_g = mon_g.unstack()\n",
    "for i in range(10):\n",
    "    mon_g.iloc[i] = mon_g.iloc[i]/mon_g.sum(axis=1)[i]\n",
    "mon_g.T.plot(figsize=(12,6),style='o-')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "可以确定，1月、2月是特殊的，应当作为一个单独的训练集特征。\n",
    "\n",
    "按照与年份、月份类似的方法，绘出天、小时、分钟（秒在这个数据集全部都是0）的折线图："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "day_group = train_data.groupby('day').size()\n",
    "plt.plot(day_group,'ks-')\n",
    "plt.xlabel('day')\n",
    "plt.title('No. of crimes by day',fontsize=20)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "hour_group = train_data.groupby('hour').size()\n",
    "plt.plot(hour_group,'ks-')\n",
    "plt.xlabel('hour')\n",
    "plt.title('No. of crimes by hour',fontsize=20)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "minute_group = train_data.groupby('minute').size()\n",
    "plt.plot(minute_group,'ks-')\n",
    "plt.xlabel('minute')\n",
    "plt.title('No. of crimes by minute',fontsize=20)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "由上述三图，可以判断，天和小时应当作为训练集特征，而分钟呈现出无规律性，猜测，一方面是因为分钟的确不太影响犯罪类型，另一方面是因为美国警察在统计数据的时候没有实事求是，倾向于在分钟部分填写，00分（整点）、30分（半点）及5分钟的倍数。据此，此数据既不可靠又与类型没明显关系，需要排除。\n",
    "\n",
    "另外，按照中国的经验，白天和黑夜对犯罪类型存在影响，猜测美国存在类似情况，编写程序进行验证,得到折线图："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "top6 = list(cate_group.index[:6])\n",
    "tmp = train_data[train_data['Category'].isin(top6)]\n",
    "hou_g = tmp.groupby(['Category','hour']).size()\n",
    "hou_g = hou_g.unstack()\n",
    "hou_g.T.plot(figsize=(12,6),style='o-')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "在图中，猜测得到了验证，盗窃罪在半晚先是激增，然后下降，袭击罪则无此特点，18点之后是特殊的，应当作为一个单独的训练集特征。\n",
    "\n",
    "星期几同样会影响犯罪类型，编写程序，得到折线图："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "wkm = {\n",
    "    'Monday': 0,\n",
    "    'Tuesday': 1,\n",
    "    'Wednesday': 2,\n",
    "    'Thursday': 3,\n",
    "    'Friday': 4,\n",
    "    'Saturday': 5,\n",
    "    'Sunday': 6\n",
    "}\n",
    "train_data['DayOfWeek'] = train_data['DayOfWeek'].apply(lambda x: wkm[x])\n",
    "tmp = train_data[train_data['Category'].isin(top6)]\n",
    "wee_group = tmp.groupby(['Category', 'DayOfWeek']).size()\n",
    "wee_group = wee_group.unstack()\n",
    "wee_group.T.plot(figsize=(12, 6), style='o-')\n",
    "plt.xticks([0, 1, 2, 3, 4, 5, 6],\n",
    "           ['Mon', 'Tue', 'Wed', 'Thur', 'Fri', 'Sat', 'Sun'])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "由上图所示，主要的五种犯罪里面（OTHER OFFENSES其他罪行除外），除了毒品类犯罪外，都在周五、周六有明显上升，而毒品类犯罪，周末呈现下降趋势。\n",
    "\n",
    "据此得到两个训练集特征，一是星期几，二是是否是周五、周六。\n",
    "\n",
    "编写程序，得到直方图："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "dis_group = train_data.groupby(by='PdDistrict').size()\n",
    "dis_num = len(dis_group.index)\n",
    "dis_group.sort_values(ascending=False, inplace=True)\n",
    "dis_group.plot(kind='bar',\n",
    "               fontsize=10,\n",
    "               color=sns.color_palette('coolwarm', dis_num))\n",
    "plt.title('No. of crimes by district', fontsize=20)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "由此图可以看出，辖区对犯罪数量影响明显，应当作为训练集特征。\n",
    "\n",
    "观察训练集，发现Address里存在关键词“block（街区）”，街道一般靠近住宅区，而非街道一般靠近商业区，猜测，Address里是否存在block会影响犯罪类型。\n",
    "\n",
    "编写程序，得到直方图："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "train_data['block'] = train_data['Address'].apply(\n",
    "    lambda x: 1 if 'block' in x.lower() else 0)\n",
    "tmp = train_data[train_data['Category'].isin(top10)]\n",
    "blo_group = tmp.groupby(['Category', 'block']).size()\n",
    "blo_group.unstack().T.plot(kind='bar', figsize=(12, 6), rot=45)\n",
    "plt.xticks([0, 1], ['no block', 'block'])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "可以观察到，block内各种犯罪数量普遍增长，且入室盗窃罪等几种犯罪的增幅远高于其他类型，可以得到结论，是否位于block（街区）是训练集特征。\n",
    "\n",
    "编写程序，在编写过程中发现，训练集内存在66个坐标为（-120.5,90.0）的点，经查询，发现这些点不在旧金山市内，应该是错误数据，所以抛弃这些点，然后得到散点图："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "xy_group = pd.concat([train_data.X, train_data.Y], axis=1)\n",
    "xy_group = xy_group.drop(xy_group[xy_group.Y > 50].index)\n",
    "#存在66个（-120.5,90.0）点\n",
    "xy_group.plot(kind='scatter', x='X', y='Y')\n",
    "plt.xlabel('X')\n",
    "plt.ylabel('Y')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "进一步从散点图的特征来编写热力图生成的程序："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 208.8x198 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "img = plt.imread('../input/sf-crime/map.png')\n",
    "dpi = 100\n",
    "height, width, depth = img.shape\n",
    "plt.figure(figsize=(width / dpi, height / dpi))\n",
    "plt.imshow(img)\n",
    "plt.axis('off')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 208.8x198 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(width / dpi, height / dpi))\n",
    "plt.hist2d(xy_group.X.values, xy_group.Y.values, bins=40, cmap='Reds')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "拼接两图，得到："
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "根据此热力图可以看出，经纬度能够影响犯罪类型，但是考虑到里面存在着错误数值，作为训练集特征还需要进一步加工。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "至此，完成了对参数的选取，选择了年份、月份、新年（是否是1月、2月）、天、小时、黑夜（是否是18点之后）、星期几、周末（是否是周五、周六）作为时间参数；选择了辖区、街区（是否存在block）、经纬度作为空间参数。\n",
    "\n",
    "诚然，如果进一步分析应该还可以提取出新的参数，例如：将Address进行word2vec操作，但是神经网络的训练时间被输入的复杂度所影响，引入词向量会大幅增加训练时间，并且，在街区这个参数被选取之后，这个时间增长不太值得。又例如：对经纬度运用聚类算法，但是考虑到经纬度的数据存在错漏，运用聚类算法增加新的参数，这个参数的正确性值得考量，所以，应该对经纬度这个特征进行削弱，而不是增强。再例如：在分析过程中可以发现，一个小时的前半个小时的犯罪数量与后半个小时的犯罪数量存在显著差异，但这是有违直觉的，加上分钟很有可能是存在错漏的数据，所以不使用这个特征。\n",
    "\n",
    "综上，目前选取的12个特征是权衡之后的较优选择。"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3.6.10 64-bit ('Pytorch-learn': conda)",
   "language": "python",
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  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
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   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.10"
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 },
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